From 2c51ab33ed8ce7d503da9384ba959ee71017fdb7 Mon Sep 17 00:00:00 2001 From: wyz Date: Thu, 30 Jun 2022 12:37:29 +0800 Subject: [PATCH 1/5] Add files via upload --- 37-edx-platform.ipynb | 2517 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 2517 insertions(+) create mode 100644 37-edx-platform.ipynb diff --git a/37-edx-platform.ipynb b/37-edx-platform.ipynb new file mode 100644 index 0000000..5389736 --- /dev/null +++ b/37-edx-platform.ipynb @@ -0,0 +1,2517 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ebe8bb6a-4a06-42f0-a9bc-19e1f9a32b3d", + "metadata": { + "tags": [] + }, + "source": [ + "# Task: Analysis of the historical trajectory of the “openedx/edx-platform\"" + ] + }, + { + "cell_type": "markdown", + "id": "5b88b31f-b2a4-4762-a16e-9104d9abcf87", + "metadata": {}, + "source": [ + "## Step 1 - Import the packages and do some tests" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "30ac24db-0533-447e-aebd-5e28d988f178", + "metadata": {}, + "outputs": [], + "source": [ + "var openDigger = require('../src/open_digger');\n", + "var table_name = \"github_log.events\"\n", + "var repo_id = \"10391073\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "297e4d3e-e2b6-4256-99c8-447efdd318bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " { name: '_temporary_and_external_tables' },\n", + " { name: 'default' },\n", + " { name: 'github_log' },\n", + " { name: 'system' }\n", + "]\n" + ] + } + ], + "source": [ + "var query = openDigger.driver.clickhouse.query;\n", + "\n", + "query(\n", + " `SHOW DATABASES`\n", + ").then(res=>{ \n", + " console.log(res);\n", + "})" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1eaae620-fb0b-459d-9787-8d2ab49c4037", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ { name: 'events' } ]\n" + ] + } + ], + "source": [ + "query(    \n", + " `SHOW TABLES from github_log`\n", + ").then(res=>{    \n", + " console.log(res);\n", + "})" + ] + }, + { + "cell_type": "markdown", + "id": "8770b0eb-eee2-4320-b1d3-efa91cb0af51", + "metadata": {}, + "source": [ + "## Step 2 - Start the analysis task" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e732b887-7da7-4de7-be20-f14a2f810047", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " '2015-1', '2015-2', '2015-3', '2015-4', '2015-5',\n", + " '2015-6', '2015-7', '2015-8', '2015-9', '2015-10',\n", + " '2015-11', '2015-12', '2016-1', '2016-2', '2016-3',\n", + " '2016-4', '2016-5', '2016-6', '2016-7', '2016-8',\n", + " '2016-9', '2016-10', '2016-11', '2016-12', '2017-1',\n", + " '2017-2', '2017-3', '2017-4', '2017-5', '2017-6',\n", + " '2017-7', '2017-8', '2017-9', '2017-10', '2017-11',\n", + " '2017-12', '2018-1', '2018-2', '2018-3', '2018-4',\n", + " '2018-5', '2018-6', '2018-7', '2018-8', '2018-9',\n", + " '2018-10', '2018-11', '2018-12', '2019-1', '2019-2',\n", + " '2019-3', '2019-4', '2019-5', '2019-6', '2019-7',\n", + " '2019-8', '2019-9', '2019-10', '2019-11', '2019-12',\n", + " '2020-1', '2020-2', '2020-3', '2020-4', '2020-5',\n", + " '2020-6', '2020-7', '2020-8', '2020-9', '2020-10',\n", + " '2020-11', '2020-12', '2021-1', '2021-2', '2021-3',\n", + " '2021-4', '2021-5', '2021-6', '2021-7', '2021-8',\n", + " '2021-9', '2021-10', '2021-11', '2021-12'\n", + "]\n" + ] + } + ], + "source": [ + "// prepare the time array\n", + "var startYear = 2015, endYear = 2021;\n", + "\n", + "var years = [];\n", + "for (var y = startYear; y <= endYear; y++) {\n", + " years.push(y);\n", + "}\n", + "\n", + "var startMonth = 1, endMonth = 12;\n", + "\n", + "var months = [];\n", + "for (var m = startMonth; m <= endMonth; m++) {\n", + " months.push(m);\n", + "}\n", + "\n", + "// prepare the x-axis data\n", + "var timeArray = []\n", + "for(var i = 0; i < years.length; i++) {\n", + " for (var j = 0; j < months.length; j++) {\n", + " timeArray.push(years[i].toString() + '-' + months[j].toString());\n", + " }\n", + "}\n", + "\n", + "// untill 2022-04\n", + "// timeArray = timeArray.slice(0, -8)\n", + "// \n", + "console.log(timeArray)" + ] + }, + { + "cell_type": "markdown", + "id": "668744e3-b23d-47e3-91b4-9ef24e121c54", + "metadata": { + "tags": [] + }, + "source": [ + "### 1. How many stars / forks did it increase monthly?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "23ec6a73-f1aa-4074-a622-39805b2c7b36", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "mode": "lines+markers", + "name": "increasing_stars", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "5877776", + "4083246", + "5828803", + "4158688", + "7597694", + "7983029", + "5378945", + "5794771", + "4978050", + "6007495", + "4551878", + "5742403", + "4074540", + "4508816", + "5714044", + "5683709", + "6786305", + "6529120", + "4864045", + "5884912", + "5340834", + "4877757", + "3684568", + "3095172", + "4084184", + "3648606", + "4672989", + "4537467", + "4575127", + "5101153", + "4404356", + "4199815", + "4472210", + "6115197", + "6788129", + "6229970", + "4673010", + "3302008", + "4081077", + "3958970", + "2719841", + "2789649", + "2938887", + "2092787", + "2550776", + "3011494", + "2403723", + "2416566", + "2551913", + "3276291", + "2840764", + "3507408", + "5148997", + "2736707", + "4375843", + "4085908", + "4917599", + "4817204", + "3318616", + "3366683", + "4504218", + "4266509", + "5662596", + "5501922", + "4582479", + "6581883", + "8117459", + "4756752", + "5917821", + "5940396", + "4299364", + "4589226", + "6383364", + "7973550", + "8225582", + "5744603", + "6371270", + "6278272", + "5251702", + "6157534", + "5906313", + "2747168", + "5896384", + "4547257", + "3591044", + "2867032", + "3570438", + "3634170", + "3122801", + "1107379" + ] + }, + { + "mode": "lines+markers", + "name": "increasing_forks", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "3368512", + "2328443", + "3320760", + "2361753", + "4340347", + "4585364", + "3120715", + "3402901", + "2963197", + "3638629", + "2780114", + "3492136", + "2479702", + "2747578", + "3468856", + "3464543", + "4128607", + "3967083", + "2938517", + "3544707", + "3205904", + "2919910", + "2191708", + "1837292", + "2411555", + "2142175", + "2715398", + "2627237", + "2652726", + "2955473", + "2550011", + "2428733", + "2576871", + "3504774", + "3864955", + "3528146", + "2636336", + "1863447", + "2294430", + "2218714", + "1522576", + "1569062", + "1656638", + "1180953", + "1435497", + "1695786", + "1360631", + "1368888", + "1432205", + "1825838", + "1577064", + "1937670", + "2850496", + "1510670", + "2406725", + "2247977", + "2703891", + "2637492", + "1813598", + "1841215", + "2460865", + "2335060", + "3106550", + "3020222", + "2499300", + "3596609", + "4453544", + "2613983", + "3251318", + "3263820", + "2356785", + "2513031", + "3486267", + "4353584", + "4492836", + "3148578", + "3489917", + "3433695", + "2867121", + "3372282", + "3235182", + "1501893", + "3205940", + "2471125", + "1947011", + "1556016", + "1936670", + "1975799", + "1698588", + "603263" + ] + } + ], + "layout": { + "autosize": true, + "title": { + "text": "openedx/edx-platform: Increasing Stars/Forks by Month (2015 - 2021)" + }, + "xaxis": { + "autorange": true, + "range": [ + "2014-07-31 03:46:47.0851", + "2022-05-03 20:13:12.9149" + ], + "type": "date" + }, + "yaxis": { + "autorange": true, + "range": [ + 599600.1213592233, + 8806934.878640777 + ], + "type": "linear" + } + } + }, + "image/png": 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" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "┌─────────┬───────────┬──────────────────┬──────────────────┐\n", + "│ (index) │ Time │ Increasing Stars │ Increasing Forks │\n", + "├─────────┼───────────┼──────────────────┼──────────────────┤\n", + "│ 0 │ '2015-1' │ '5877776' │ '3368512' │\n", + "│ 1 │ '2015-2' │ '4083246' │ '2328443' │\n", + "│ 2 │ '2015-3' │ '5828803' │ '3320760' │\n", + "│ 3 │ '2015-4' │ '4158688' │ '2361753' │\n", + "│ 4 │ '2015-5' │ '7597694' │ '4340347' │\n", + "│ 5 │ '2015-6' │ '7983029' │ '4585364' │\n", + "│ 6 │ '2015-7' │ '5378945' │ '3120715' │\n", + "│ 7 │ '2015-8' │ '5794771' │ '3402901' │\n", + "│ 8 │ '2015-9' │ '4978050' │ '2963197' │\n", + "│ 9 │ '2015-10' │ '6007495' │ '3638629' │\n", + "│ 10 │ '2015-11' │ '4551878' │ '2780114' │\n", + "│ 11 │ '2015-12' │ '5742403' │ '3492136' │\n", + "│ 12 │ '2016-1' │ '4074540' │ '2479702' │\n", + "│ 13 │ '2016-2' │ '4508816' │ '2747578' │\n", + "│ 14 │ '2016-3' │ '5714044' │ '3468856' │\n", + "│ 15 │ '2016-4' │ '5683709' │ '3464543' │\n", + "│ 16 │ '2016-5' │ '6786305' │ '4128607' │\n", + "│ 17 │ '2016-6' │ '6529120' │ '3967083' │\n", + "│ 18 │ '2016-7' │ '4864045' │ '2938517' │\n", + "│ 19 │ '2016-8' │ '5884912' │ '3544707' │\n", + "│ 20 │ '2016-9' │ '5340834' │ '3205904' │\n", + "│ 21 │ '2016-10' │ '4877757' │ '2919910' │\n", + "│ 22 │ '2016-11' │ '3684568' │ '2191708' │\n", + "│ 23 │ '2016-12' │ '3095172' │ '1837292' │\n", + "│ 24 │ '2017-1' │ '4084184' │ '2411555' │\n", + "│ 25 │ '2017-2' │ '3648606' │ '2142175' │\n", + "│ 26 │ '2017-3' │ '4672989' │ '2715398' │\n", + "│ 27 │ '2017-4' │ '4537467' │ '2627237' │\n", + "│ 28 │ '2017-5' │ '4575127' │ '2652726' │\n", + "│ 29 │ '2017-6' │ '5101153' │ '2955473' │\n", + "│ 30 │ '2017-7' │ '4404356' │ '2550011' │\n", + "│ 31 │ '2017-8' │ '4199815' │ '2428733' │\n", + "│ 32 │ '2017-9' │ '4472210' │ '2576871' │\n", + "│ 33 │ '2017-10' │ '6115197' │ '3504774' │\n", + "│ 34 │ '2017-11' │ '6788129' │ '3864955' │\n", + "│ 35 │ '2017-12' │ '6229970' │ '3528146' │\n", + "│ 36 │ '2018-1' │ '4673010' │ '2636336' │\n", + "│ 37 │ '2018-2' │ '3302008' │ '1863447' │\n", + "│ 38 │ '2018-3' │ '4081077' │ '2294430' │\n", + "│ 39 │ '2018-4' │ '3958970' │ '2218714' │\n", + "│ 40 │ '2018-5' │ '2719841' │ '1522576' │\n", + "│ 41 │ '2018-6' │ '2789649' │ '1569062' │\n", + "│ 42 │ '2018-7' │ '2938887' │ '1656638' │\n", + "│ 43 │ '2018-8' │ '2092787' │ '1180953' │\n", + "│ 44 │ '2018-9' │ '2550776' │ '1435497' │\n", + "│ 45 │ '2018-10' │ '3011494' │ '1695786' │\n", + "│ 46 │ '2018-11' │ '2403723' │ '1360631' │\n", + "│ 47 │ '2018-12' │ '2416566' │ '1368888' │\n", + "│ 48 │ '2019-1' │ '2551913' │ '1432205' │\n", + "│ 49 │ '2019-2' │ '3276291' │ '1825838' │\n", + "│ 50 │ '2019-3' │ '2840764' │ '1577064' │\n", + "│ 51 │ '2019-4' │ '3507408' │ '1937670' │\n", + "│ 52 │ '2019-5' │ '5148997' │ '2850496' │\n", + "│ 53 │ '2019-6' │ '2736707' │ '1510670' │\n", + "│ 54 │ '2019-7' │ '4375843' │ '2406725' │\n", + "│ 55 │ '2019-8' │ '4085908' │ '2247977' │\n", + "│ 56 │ '2019-9' │ '4917599' │ '2703891' │\n", + "│ 57 │ '2019-10' │ '4817204' │ '2637492' │\n", + "│ 58 │ '2019-11' │ '3318616' │ '1813598' │\n", + "│ 59 │ '2019-12' │ '3366683' │ '1841215' │\n", + "│ 60 │ '2020-1' │ '4504218' │ '2460865' │\n", + "│ 61 │ '2020-2' │ '4266509' │ '2335060' │\n", + "│ 62 │ '2020-3' │ '5662596' │ '3106550' │\n", + "│ 63 │ '2020-4' │ '5501922' │ '3020222' │\n", + "│ 64 │ '2020-5' │ '4582479' │ '2499300' │\n", + "│ 65 │ '2020-6' │ '6581883' │ '3596609' │\n", + "│ 66 │ '2020-7' │ '8117459' │ '4453544' │\n", + "│ 67 │ '2020-8' │ '4756752' │ '2613983' │\n", + "│ 68 │ '2020-9' │ '5917821' │ '3251318' │\n", + "│ 69 │ '2020-10' │ '5940396' │ '3263820' │\n", + "│ 70 │ '2020-11' │ '4299364' │ '2356785' │\n", + "│ 71 │ '2020-12' │ '4589226' │ '2513031' │\n", + "│ 72 │ '2021-1' │ '6383364' │ '3486267' │\n", + "│ 73 │ '2021-2' │ '7973550' │ '4353584' │\n", + "│ 74 │ '2021-3' │ '8225582' │ '4492836' │\n", + "│ 75 │ '2021-4' │ '5744603' │ '3148578' │\n", + "│ 76 │ '2021-5' │ '6371270' │ '3489917' │\n", + "│ 77 │ '2021-6' │ '6278272' │ '3433695' │\n", + "│ 78 │ '2021-7' │ '5251702' │ '2867121' │\n", + "│ 79 │ '2021-8' │ '6157534' │ '3372282' │\n", + "│ 80 │ '2021-9' │ '5906313' │ '3235182' │\n", + "│ 81 │ '2021-10' │ '2747168' │ '1501893' │\n", + "│ 82 │ '2021-11' │ '5896384' │ '3205940' │\n", + "│ 83 │ '2021-12' │ '4547257' │ '2471125' │\n", + "│ 84 │ '2022-1' │ '3591044' │ '1947011' │\n", + "│ 85 │ '2022-2' │ '2867032' │ '1556016' │\n", + "│ 86 │ '2022-3' │ '3570438' │ '1936670' │\n", + "│ 87 │ '2022-4' │ '3634170' │ '1975799' │\n", + "│ 88 │ '2022-5' │ '3122801' │ '1698588' │\n", + "│ 89 │ '2022-6' │ '1107379' │ '603263' │\n", + "└─────────┴───────────┴──────────────────┴──────────────────┘\n" + ] + } + ], + "source": [ + "query( \n", + " `SELECT sum(repo_stargazers_count) as increasing_stars, sum(repo_forks_count) as increasing_forks, toYear(created_at) as year, toMonth(created_at) as month \n", + " FROM ${table_name}\n", + " where (repo_id == ${repo_id})\n", + " group by toYear(created_at), toMonth(created_at)\n", + " order by year, month`\n", + " ).then(data => {\n", + " // 直接打印数据\n", + " // console.log(data); \n", + " var increasing_stars = [], increasing_forks = [], tableArray = []\n", + " data.forEach((d, i) => {\n", + " increasing_stars.push(d.increasing_stars);\n", + " increasing_forks.push(d.increasing_forks);\n", + " tableArray.push({\"Time\": d.year+\"-\"+d.month, \"Increasing Stars\": d.increasing_stars, \"Increasing Forks\": d.increasing_forks})\n", + " })\n", + " \n", + " // 使用 Plotly 绘图\n", + " plot_stars = {x: timeArray, y: increasing_stars, mode: 'lines+markers', name: 'increasing_stars'}\n", + " plot_forks = {x: timeArray, y: increasing_forks, mode: 'lines+markers', name: 'increasing_forks'}\n", + " figure_info = {\n", + " title: `openedx/edx-platform: Increasing Stars/Forks by Month (${startYear} - ${endYear})`, \n", + " // yaxis: {type: 'log'}\n", + " }; \n", + " \n", + " openDigger.render.plotly([plot_stars, plot_forks], figure_info)\n", + " \n", + " // 打印表格\n", + " console.table(tableArray)\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "a4b5d7ec-e6a9-4def-a168-eadacd77860f", + "metadata": {}, + "source": [ + "### 2. How many issues are opened / closed montly?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "181f5d5d-6f5b-40b0-b2fb-3f5a319abded", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "mode": "lines+markers", + "name": "opened_issues", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "417", + "326", + "361", + "342", + "409", + "441", + "428", + "388", + "442", + "458", + "322", + "339", + "275", + "315", + "302", + "305", + "286", + "317", + "215", + "233", + "254", + "241", + "206", + "158", + "196", + "163", + "198", + "203", + "213", + "221", + "260", + "232", + "194", + "266", + "333", + "322", + "306", + "207", + "246", + "221", + "175", + "178", + "193", + "150", + "138", + "157", + "143", + "156", + "170", + "178", + "200", + "259", + "360", + "189", + "351", + "229", + "329", + "326", + "219", + "243", + "325", + "246", + "311", + "297", + "243", + "256", + "287", + "213", + "297", + "305", + "215", + "252", + "305", + "501", + "421", + "278", + "275", + "282", + "262", + "234", + "281", + "104", + "299", + "216", + "141", + "124", + "153", + "159", + "152", + "42" + ] + }, + { + "mode": "lines+markers", + "name": "closed_issues", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "423", + "325", + "383", + "326", + "382", + "497", + "466", + "389", + "461", + "448", + "324", + "359", + "271", + "319", + "310", + "308", + "303", + "310", + "225", + "294", + "250", + "262", + "232", + "144", + "220", + "173", + "209", + "182", + "210", + "244", + "269", + "265", + "166", + "264", + "302", + "317", + "326", + "200", + "230", + "219", + "198", + "172", + "209", + "151", + "122", + "150", + "146", + "159", + "162", + "198", + "205", + "256", + "336", + "186", + "343", + "266", + "337", + "350", + "219", + "242", + "326", + "270", + "308", + "301", + "243", + "270", + "293", + "224", + "301", + "315", + "212", + "256", + "295", + "477", + "441", + "300", + "327", + "294", + "244", + "248", + "272", + "115", + "206", + "248", + "163", + "118", + "150", + "178", + "155", + "51" + ] + } + ], + "layout": { + "autosize": true, + "title": { + "text": "openedx/edx-platform: Opened/Closed Issues by Month (2015 - 2021)" + }, + "xaxis": { + "autorange": true, + "range": [ + "2014-07-31 07:06:57.0732", + "2022-05-03 16:53:02.9268" + ], + "type": "date" + }, + "yaxis": { + "autorange": true, + "range": [ + 71.23786407766991, + 533.7621359223301 + ], + "type": "linear" + } + } + }, + "image/png": 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" + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "┌─────────┬───────────┬───────────────┬───────────────┐\n", + "│ (index) │ Time │ Opened Issues │ Closed Issues │\n", + "├─────────┼───────────┼───────────────┼───────────────┤\n", + "│ 0 │ '2015-1' │ '417' │ '423' │\n", + "│ 1 │ '2015-2' │ '326' │ '325' │\n", + "│ 2 │ '2015-3' │ '361' │ '383' │\n", + "│ 3 │ '2015-4' │ '342' │ '326' │\n", + "│ 4 │ '2015-5' │ '409' │ '382' │\n", + "│ 5 │ '2015-6' │ '441' │ '497' │\n", + "│ 6 │ '2015-7' │ '428' │ '466' │\n", + "│ 7 │ '2015-8' │ '388' │ '389' │\n", + "│ 8 │ '2015-9' │ '442' │ '461' │\n", + "│ 9 │ '2015-10' │ '458' │ '448' │\n", + "│ 10 │ '2015-11' │ '322' │ '324' │\n", + "│ 11 │ '2015-12' │ '339' │ '359' │\n", + "│ 12 │ '2016-1' │ '275' │ '271' │\n", + "│ 13 │ '2016-2' │ '315' │ '319' │\n", + "│ 14 │ '2016-3' │ '302' │ '310' │\n", + "│ 15 │ '2016-4' │ '305' │ '308' │\n", + "│ 16 │ '2016-5' │ '286' │ '303' │\n", + "│ 17 │ '2016-6' │ '317' │ '310' │\n", + "│ 18 │ '2016-7' │ '215' │ '225' │\n", + "│ 19 │ '2016-8' │ '233' │ '294' │\n", + "│ 20 │ '2016-9' │ '254' │ '250' │\n", + "│ 21 │ '2016-10' │ '241' │ '262' │\n", + "│ 22 │ '2016-11' │ '206' │ '232' │\n", + "│ 23 │ '2016-12' │ '158' │ '144' │\n", + "│ 24 │ '2017-1' │ '196' │ '220' │\n", + "│ 25 │ '2017-2' │ '163' │ '173' │\n", + "│ 26 │ '2017-3' │ '198' │ '209' │\n", + "│ 27 │ '2017-4' │ '203' │ '182' │\n", + "│ 28 │ '2017-5' │ '213' │ '210' │\n", + "│ 29 │ '2017-6' │ '221' │ '244' │\n", + "│ 30 │ '2017-7' │ '260' │ '269' │\n", + "│ 31 │ '2017-8' │ '232' │ '265' │\n", + "│ 32 │ '2017-9' │ '194' │ '166' │\n", + "│ 33 │ '2017-10' │ '266' │ '264' │\n", + "│ 34 │ '2017-11' │ '333' │ '302' │\n", + "│ 35 │ '2017-12' │ '322' │ '317' │\n", + "│ 36 │ '2018-1' │ '306' │ '326' │\n", + "│ 37 │ '2018-2' │ '207' │ '200' │\n", + "│ 38 │ '2018-3' │ '246' │ '230' │\n", + "│ 39 │ '2018-4' │ '221' │ '219' │\n", + "│ 40 │ '2018-5' │ '175' │ '198' │\n", + "│ 41 │ '2018-6' │ '178' │ '172' │\n", + "│ 42 │ '2018-7' │ '193' │ '209' │\n", + "│ 43 │ '2018-8' │ '150' │ '151' │\n", + "│ 44 │ '2018-9' │ '138' │ '122' │\n", + "│ 45 │ '2018-10' │ '157' │ '150' │\n", + "│ 46 │ '2018-11' │ '143' │ '146' │\n", + "│ 47 │ '2018-12' │ '156' │ '159' │\n", + "│ 48 │ '2019-1' │ '170' │ '162' │\n", + "│ 49 │ '2019-2' │ '178' │ '198' │\n", + "│ 50 │ '2019-3' │ '200' │ '205' │\n", + "│ 51 │ '2019-4' │ '259' │ '256' │\n", + "│ 52 │ '2019-5' │ '360' │ '336' │\n", + "│ 53 │ '2019-6' │ '189' │ '186' │\n", + "│ 54 │ '2019-7' │ '351' │ '343' │\n", + "│ 55 │ '2019-8' │ '229' │ '266' │\n", + "│ 56 │ '2019-9' │ '329' │ '337' │\n", + "│ 57 │ '2019-10' │ '326' │ '350' │\n", + "│ 58 │ '2019-11' │ '219' │ '219' │\n", + "│ 59 │ '2019-12' │ '243' │ '242' │\n", + "│ 60 │ '2020-1' │ '325' │ '326' │\n", + "│ 61 │ '2020-2' │ '246' │ '270' │\n", + "│ 62 │ '2020-3' │ '311' │ '308' │\n", + "│ 63 │ '2020-4' │ '297' │ '301' │\n", + "│ 64 │ '2020-5' │ '243' │ '243' │\n", + "│ 65 │ '2020-6' │ '256' │ '270' │\n", + "│ 66 │ '2020-7' │ '287' │ '293' │\n", + "│ 67 │ '2020-8' │ '213' │ '224' │\n", + "│ 68 │ '2020-9' │ '297' │ '301' │\n", + "│ 69 │ '2020-10' │ '305' │ '315' │\n", + "│ 70 │ '2020-11' │ '215' │ '212' │\n", + "│ 71 │ '2020-12' │ '252' │ '256' │\n", + "│ 72 │ '2021-1' │ '305' │ '295' │\n", + "│ 73 │ '2021-2' │ '501' │ '477' │\n", + "│ 74 │ '2021-3' │ '421' │ '441' │\n", + "│ 75 │ '2021-4' │ '278' │ '300' │\n", + "│ 76 │ '2021-5' │ '275' │ '327' │\n", + "│ 77 │ '2021-6' │ '282' │ '294' │\n", + "│ 78 │ '2021-7' │ '262' │ '244' │\n", + "│ 79 │ '2021-8' │ '234' │ '248' │\n", + "│ 80 │ '2021-9' │ '281' │ '272' │\n", + "│ 81 │ '2021-10' │ '104' │ '115' │\n", + "│ 82 │ '2021-11' │ '299' │ '206' │\n", + "│ 83 │ '2021-12' │ '216' │ '248' │\n", + "│ 84 │ '2022-1' │ '141' │ '163' │\n", + "│ 85 │ '2022-2' │ '124' │ '118' │\n", + "│ 86 │ '2022-3' │ '153' │ '150' │\n", + "│ 87 │ '2022-4' │ '159' │ '178' │\n", + "│ 88 │ '2022-5' │ '152' │ '155' │\n", + "│ 89 │ '2022-6' │ '42' │ '51' │\n", + "└─────────┴───────────┴───────────────┴───────────────┘\n" + ] + } + ], + "source": [ + "query(\n", + " `SELECT sum(if(action='opened',1,0)) as opened_issues, \n", + " sum(if(action='closed',1,0)) as closed_issues, \n", + " toYear(created_at) as year, \n", + " toMonth(created_at) as month \n", + " FROM ${table_name}\n", + " where (repo_id == ${repo_id})\n", + "\n", + " group by toYear(created_at), toMonth(created_at)\n", + " order by year, month`\n", + " ).then(data => {\n", + " // 直接打印数据\n", + " // console.log(data); \n", + " var opened_issues = [], closed_issues = [], tableArray = []\n", + " data.forEach((d, i) => {\n", + " opened_issues.push(d.opened_issues);\n", + " closed_issues.push(d.closed_issues);\n", + " tableArray.push({\"Time\": d.year+\"-\"+d.month, \"Opened Issues\": d.opened_issues, \"Closed Issues\": d.closed_issues})\n", + " })\n", + "\n", + " // 使用 Plotly 绘图\n", + " plot_opened = {x: timeArray, y: opened_issues, mode: 'lines+markers', name: 'opened_issues'}\n", + " plot_closed = {x: timeArray, y: closed_issues, mode: 'lines+markers', name: 'closed_issues'}\n", + " figure_info = {\n", + " title: `openedx/edx-platform: Opened/Closed Issues by Month (${startYear} - ${endYear})`, \n", + " // yaxis: {type: 'log'}\n", + " }; \n", + " \n", + " openDigger.render.plotly([plot_opened, plot_closed], figure_info)\n", + " \n", + " // 打印表格\n", + " console.table(tableArray)\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "1659b545-af91-4c8e-b218-6a257a7a2251", + "metadata": {}, + "source": [ + "### 3. How many PRs are opened / merged monthly?" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "59ad3488-5218-4a9c-bc91-af3a5f5cbaca", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "mode": "lines+markers", + "name": "Opened PR", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "417", + "326", + "361", + "342", + "409", + "441", + "428", + "388", + "442", + "458", + "322", + "339", + "275", + "315", + "302", + "305", + "286", + "317", + "215", + "233", + "254", + "241", + "206", + "158", + "196", + "163", + "198", + "203", + "213", + "221", + "260", + "232", + "194", + "266", + "333", + "322", + "306", + "207", + "246", + "221", + "175", + "178", + "193", + "150", + "138", + "157", + "143", + "156", + "170", + "178", + "200", + "259", + "360", + "189", + "351", + "229", + "329", + "326", + "219", + "243", + "325", + "246", + "311", + "297", + "243", + "256", + "287", + "213", + "297", + "305", + "215", + "252", + "305", + "501", + "421", + "278", + "275", + "282", + "262", + "234", + "281", + "104", + "299", + "216", + "141", + "124", + "153", + "159", + "152", + "42" + ] + }, + { + "mode": "lines+markers", + "name": "Merged PR", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "458", + "349", + "428", + "356", + "406", + "531", + "513", + "424", + "499", + "471", + "364", + "382", + "297", + "360", + "334", + "347", + "322", + "386", + "275", + "338", + "318", + "310", + "275", + "167", + "226", + "188", + "215", + "185", + "219", + "253", + "271", + "264", + "170", + "270", + "305", + "321", + "333", + "201", + "236", + "225", + "194", + "170", + "209", + "151", + "124", + "149", + "145", + "162", + "162", + "205", + "210", + "264", + "338", + "187", + "342", + "265", + "343", + "360", + "233", + "247", + "331", + "276", + "310", + "309", + "254", + "281", + "305", + "224", + "312", + "322", + "216", + "257", + "301", + "477", + "451", + "303", + "329", + "295", + "244", + "254", + "271", + "117", + "210", + "256", + "167", + "124", + "154", + "179", + "160", + "51" + ] + } + ], + "layout": { + "autosize": true, + "title": { + "text": "openedx/edx-platform: Opened/Merged PRs by Month (2015 - 2021)" + }, + "xaxis": { + "autorange": true, + "range": [ + "2014-07-31 14:59:19.8513", + "2022-05-03 09:00:40.1487" + ], + "type": "date" + }, + "yaxis": { + "autorange": true, + "range": [ + 68.7621359223301, + 566.2378640776699 + ], + "type": "linear" + } + } + }, + "image/png": 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+ }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "┌─────────┬───────────┬───────────┬───────────┐\n", + "│ (index) │ Time │ Opened PR │ Merged PR │\n", + "├─────────┼───────────┼───────────┼───────────┤\n", + "│ 0 │ '2015-1' │ '417' │ '458' │\n", + "│ 1 │ '2015-2' │ '326' │ '349' │\n", + "│ 2 │ '2015-3' │ '361' │ '428' │\n", + "│ 3 │ '2015-4' │ '342' │ '356' │\n", + "│ 4 │ '2015-5' │ '409' │ '406' │\n", + "│ 5 │ '2015-6' │ '441' │ '531' │\n", + "│ 6 │ '2015-7' │ '428' │ '513' │\n", + "│ 7 │ '2015-8' │ '388' │ '424' │\n", + "│ 8 │ '2015-9' │ '442' │ '499' │\n", + "│ 9 │ '2015-10' │ '458' │ '471' │\n", + "│ 10 │ '2015-11' │ '322' │ '364' │\n", + "│ 11 │ '2015-12' │ '339' │ '382' │\n", + "│ 12 │ '2016-1' │ '275' │ '297' │\n", + "│ 13 │ '2016-2' │ '315' │ '360' │\n", + "│ 14 │ '2016-3' │ '302' │ '334' │\n", + "│ 15 │ '2016-4' │ '305' │ '347' │\n", + "│ 16 │ '2016-5' │ '286' │ '322' │\n", + "│ 17 │ '2016-6' │ '317' │ '386' │\n", + "│ 18 │ '2016-7' │ '215' │ '275' │\n", + "│ 19 │ '2016-8' │ '233' │ '338' │\n", + "│ 20 │ '2016-9' │ '254' │ '318' │\n", + "│ 21 │ '2016-10' │ '241' │ '310' │\n", + "│ 22 │ '2016-11' │ '206' │ '275' │\n", + "│ 23 │ '2016-12' │ '158' │ '167' │\n", + "│ 24 │ '2017-1' │ '196' │ '226' │\n", + "│ 25 │ '2017-2' │ '163' │ '188' │\n", + "│ 26 │ '2017-3' │ '198' │ '215' │\n", + "│ 27 │ '2017-4' │ '203' │ '185' │\n", + "│ 28 │ '2017-5' │ '213' │ '219' │\n", + "│ 29 │ '2017-6' │ '221' │ '253' │\n", + "│ 30 │ '2017-7' │ '260' │ '271' │\n", + "│ 31 │ '2017-8' │ '232' │ '264' │\n", + "│ 32 │ '2017-9' │ '194' │ '170' │\n", + "│ 33 │ '2017-10' │ '266' │ '270' │\n", + "│ 34 │ '2017-11' │ '333' │ '305' │\n", + "│ 35 │ '2017-12' │ '322' │ '321' │\n", + "│ 36 │ '2018-1' │ '306' │ '333' │\n", + "│ 37 │ '2018-2' │ '207' │ '201' │\n", + "│ 38 │ '2018-3' │ '246' │ '236' │\n", + "│ 39 │ '2018-4' │ '221' │ '225' │\n", + "│ 40 │ '2018-5' │ '175' │ '194' │\n", + "│ 41 │ '2018-6' │ '178' │ '170' │\n", + "│ 42 │ '2018-7' │ '193' │ '209' │\n", + "│ 43 │ '2018-8' │ '150' │ '151' │\n", + "│ 44 │ '2018-9' │ '138' │ '124' │\n", + "│ 45 │ '2018-10' │ '157' │ '149' │\n", + "│ 46 │ '2018-11' │ '143' │ '145' │\n", + "│ 47 │ '2018-12' │ '156' │ '162' │\n", + "│ 48 │ '2019-1' │ '170' │ '162' │\n", + "│ 49 │ '2019-2' │ '178' │ '205' │\n", + "│ 50 │ '2019-3' │ '200' │ '210' │\n", + "│ 51 │ '2019-4' │ '259' │ '264' │\n", + "│ 52 │ '2019-5' │ '360' │ '338' │\n", + "│ 53 │ '2019-6' │ '189' │ '187' │\n", + "│ 54 │ '2019-7' │ '351' │ '342' │\n", + "│ 55 │ '2019-8' │ '229' │ '265' │\n", + "│ 56 │ '2019-9' │ '329' │ '343' │\n", + "│ 57 │ '2019-10' │ '326' │ '360' │\n", + "│ 58 │ '2019-11' │ '219' │ '233' │\n", + "│ 59 │ '2019-12' │ '243' │ '247' │\n", + "│ 60 │ '2020-1' │ '325' │ '331' │\n", + "│ 61 │ '2020-2' │ '246' │ '276' │\n", + "│ 62 │ '2020-3' │ '311' │ '310' │\n", + "│ 63 │ '2020-4' │ '297' │ '309' │\n", + "│ 64 │ '2020-5' │ '243' │ '254' │\n", + "│ 65 │ '2020-6' │ '256' │ '281' │\n", + "│ 66 │ '2020-7' │ '287' │ '305' │\n", + "│ 67 │ '2020-8' │ '213' │ '224' │\n", + "│ 68 │ '2020-9' │ '297' │ '312' │\n", + "│ 69 │ '2020-10' │ '305' │ '322' │\n", + "│ 70 │ '2020-11' │ '215' │ '216' │\n", + "│ 71 │ '2020-12' │ '252' │ '257' │\n", + "│ 72 │ '2021-1' │ '305' │ '301' │\n", + "│ 73 │ '2021-2' │ '501' │ '477' │\n", + "│ 74 │ '2021-3' │ '421' │ '451' │\n", + "│ 75 │ '2021-4' │ '278' │ '303' │\n", + "│ 76 │ '2021-5' │ '275' │ '329' │\n", + "│ 77 │ '2021-6' │ '282' │ '295' │\n", + "│ 78 │ '2021-7' │ '262' │ '244' │\n", + "│ 79 │ '2021-8' │ '234' │ '254' │\n", + "│ 80 │ '2021-9' │ '281' │ '271' │\n", + "│ 81 │ '2021-10' │ '104' │ '117' │\n", + "│ 82 │ '2021-11' │ '299' │ '210' │\n", + "│ 83 │ '2021-12' │ '216' │ '256' │\n", + "│ 84 │ '2022-1' │ '141' │ '167' │\n", + "│ 85 │ '2022-2' │ '124' │ '124' │\n", + "│ 86 │ '2022-3' │ '153' │ '154' │\n", + "│ 87 │ '2022-4' │ '159' │ '179' │\n", + "│ 88 │ '2022-5' │ '152' │ '160' │\n", + "│ 89 │ '2022-6' │ '42' │ '51' │\n", + "└─────────┴───────────┴───────────┴───────────┘\n" + ] + } + ], + "source": [ + "query(\n", + " `SELECT \n", + " sum(if(action='opened',1,0)) as opened_pr, \n", + " sum(if(pull_merge_commit_sha!='',1,0)) as merged_pr, \n", + " toYear(created_at) as year, \n", + " toMonth(created_at) as month \n", + " FROM ${table_name}\n", + " where (repo_id == ${repo_id})\n", + " and type='PullRequestEvent'\n", + " group by toYear(created_at), toMonth(created_at)\n", + " order by year, month`\n", + ").then(data => {\n", + " var pr_opened = [], pr_merged = [], tableArray = []\n", + " data.forEach((d, i) => {\n", + " pr_opened.push(d.opened_pr);\n", + " pr_merged.push(d.merged_pr);\n", + " tableArray.push({\"Time\": d.year+\"-\"+d.month, \"Opened PR\": d.opened_pr, \"Merged PR\": d.merged_pr})\n", + " })\n", + " \n", + " // 使用 Plotly 绘图\n", + " plot_opened = {x: timeArray, y: pr_opened, mode: 'lines+markers', name: 'Opened PR'}\n", + " plot_merged = {x: timeArray, y: pr_merged, mode: 'lines+markers', name: 'Merged PR'}\n", + " figure_info = {\n", + " title: `openedx/edx-platform: Opened/Merged PRs by Month (${startYear} - ${endYear})`, \n", + " // yaxis: {type: 'log'}\n", + " }; \n", + " \n", + " openDigger.render.plotly([plot_opened, plot_merged], figure_info)\n", + " \n", + " // 打印表格\n", + " console.table(tableArray)\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "e56a5e01-ddde-4655-b806-937e5760c808", + "metadata": {}, + "source": [ + "### 4. Active Developers by month" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "72d38494-d253-4337-a13c-e7e93ef78be7", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "mode": "lines+markers", + "name": "The Number of Active Developers", + "x": [ + "2015-1", + "2015-2", + "2015-3", + "2015-4", + "2015-5", + "2015-6", + "2015-7", + "2015-8", + "2015-9", + "2015-10", + "2015-11", + "2015-12", + "2016-1", + "2016-2", + "2016-3", + "2016-4", + "2016-5", + "2016-6", + "2016-7", + "2016-8", + "2016-9", + "2016-10", + "2016-11", + "2016-12", + "2017-1", + "2017-2", + "2017-3", + "2017-4", + "2017-5", + "2017-6", + "2017-7", + "2017-8", + "2017-9", + "2017-10", + "2017-11", + "2017-12", + "2018-1", + "2018-2", + "2018-3", + "2018-4", + "2018-5", + "2018-6", + "2018-7", + "2018-8", + "2018-9", + "2018-10", + "2018-11", + "2018-12", + "2019-1", + "2019-2", + "2019-3", + "2019-4", + "2019-5", + "2019-6", + "2019-7", + "2019-8", + "2019-9", + "2019-10", + "2019-11", + "2019-12", + "2020-1", + "2020-2", + "2020-3", + "2020-4", + "2020-5", + "2020-6", + "2020-7", + "2020-8", + "2020-9", + "2020-10", + "2020-11", + "2020-12", + "2021-1", + "2021-2", + "2021-3", + "2021-4", + "2021-5", + "2021-6", + "2021-7", + "2021-8", + "2021-9", + "2021-10", + "2021-11", + "2021-12" + ], + "y": [ + "8908", + "6811", + "8571", + "6403", + "9651", + "10845", + "8008", + "7591", + "7480", + "8306", + "6254", + "7322", + "5315", + "5880", + "6463", + "6532", + "6972", + "6556", + "5436", + "6641", + "5622", + "5534", + "4213", + "3308", + "6251", + "6082", + "4931", + "4292", + "4341", + "5035", + "4507", + "4256", + "3951", + "5387", + "5934", + "4989", + "4705", + "3534", + "5254", + "6268", + "3673", + "4044", + "3893", + "3627", + "3338", + "4397", + "3260", + "3349", + "4294", + "4362", + "3702", + "4591", + "6516", + "3787", + "5792", + "4782", + "5671", + "6146", + "4073", + "3791", + "5323", + "5185", + "6926", + "6522", + "5326", + "5960", + "6566", + "4798", + "5460", + "5403", + "4428", + "4857", + "5746", + "9002", + "8194", + "5549", + "5660", + "5780", + "4543", + "4717", + "5184", + "2183", + "4481", + "4534", + "3242", + "2299", + "3014", + "2981", + "2596", + "825" + ] + } + ], + "layout": { + "autosize": true, + "title": { + "text": "openedx/edx-platform: Active Developers by month (2015 - 2021)" + }, + "xaxis": { + "autorange": true, + "range": [ + "2014-08-01 11:32:14.4217", + "2022-05-02 12:27:45.5783" + ], + "type": "date" + }, + "yaxis": { + "autorange": true, + "range": [ + 1468.1747572815534, + 11559.825242718447 + ], + "type": "linear" + } + } + }, + "image/png": 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+CjfXjB0RNEb+Vu9TNRoi1BjUnCNFihTRzW1i5EPxd0JCAk6dOpUqb5IROzNPOaM5F3zPGLHR6lO9F2655Rb8/PPPqaK1wmnPbFSGKhAGLsKNGKs5Z8JhGkqgmTRpEpo2bYrA6C6zC3OjuRMsTAeKaMEJ1kPdA2aFGLWN4PqhfBduDhrpQ80JFkr4CSUqm42gMRLW9CILg1mGy0+93ux9EIkgaGbua9UxO3a9LZR6/65Gk4XzAcLo2RQpT6uMeB0JkID/CFCg8Z/POWISiAmB4EWldKq15Ufr5VVvC47aptbRyZKIVxLyakVuqAPW6kvd5qR1KsqcOXOuJCTWulYr74OW7cFRAWKPUc4O9RpJNByYXFgWKYEnIWkt8AK3ywSf6hIsyATm+yhVqpThvaH3sq/VTvBiW+sFWP234CgjPZFNb5ESvDVG7gMtXxgtiO0SaPTuKy3ARgsorYWp1vwKvqci+eosdmptjzE7B/VuJL1FkMpArgvc/ib/bXYuBC/s5bh7rSSnZtvT8ovZ51o488Qs03CirNTnrd6pP4H+0Xou6z2D1evU+zucBXC4AoNWfb1nqYglWqc4mdniFI7wo47f7GI+8P7VivJQxyj11OT1oR7Cer9hoSJ0jJ4v4svixYunioLSus8NfxzCrBDO2LV8pPcsV+9nM9v7Ak0261Oj3+4wMbA6CZAACaQhQIGGNwUJkEDUCKgvhmq+B62tPlp5E8QgvRf/QPEh0PDgo6O1XliNvoYGtmfGVulz+/btUCNo1PwmWi/bwV/0zEReBG9HUu3TEqgkSkcWpFIkqa/YNmTIkCvJR/VeWs1+wVT7Dvap+u9aiZBDJb0NHEujRo0UWwMX5sFjVxfaKmOtpLHSZnBeIT1W0c5BE45AY0Yk07p3tXyhlVxTkm5KURmGSnptZtFkZg7qPVRC5bEJtaAyOxeCBQS9BKdm2tNb2Jp5roUzT8RmM0xDCTRa49FLTh7sG7XdXLlyXXmGhHoGy9+sLFLtEGj0WAX7WW/xrifGBPNXnxtGvxlGCXTF3lACUKj5oD7Lg4Wb4N9MvZOW9HKsBd8XejaYGVskLw/hjl3rHg9+ZujNa713hVD1tbiGE4EXCRteSwIk4G8CFGj87X+OngTiTsAo/DvuBkbBgFAh9VHoztYmjb7G2toZGyMBlxLw8jzhIjX8m9JsdEb4LfOKWBKgH2NJm32RgH8JUKDxr+85chJwBAE/CjRWvj47wlkB2020wvWdYiPtIIF4E/CyQMNFqrW7S2/LobXWeFWsCRhtj421PeyPBEjAuwQo0HjXtxwZCbiCgN8EGrcf0enlhacrJgyNdAUBr84TRs9Yv/3C3U5qvSdeaTcBdT7LNkAzuYLs7p/tkQAJ+IsABRp/+ZujJQESIAESIAESIAESIAESIAESIAEScCABCjQOdApNIgESIAESIAESIAESIAESIAESIAES8BcBCjT+8jdHSwIkQAIkQAIkQAIkQAIkQAIkQAIk4EACFGgc6BSaRAIkQAIkQAIkQAIkQAIkQAIkQAIk4C8CFGj85W+OlgRIgARIgARIgARIgARIgARIgARIwIEEKNA40Ck0iQRIgARIgARIgARIgARIgARIgARIwF8EKND4y98cLQmQAAmQAAmQAAmQAAmQAAmQAAmQgAMJUKBxoFNoEgmQAAmQAAmQAAmQAAmQAAmQAAmQgL8IUKDxl785WhIgARIgARIgARIgARIgARIgARIgAQcSoEDjQKfQJBIgARIgARIgARIgARIgARIgARIgAX8RoEDjL39ztCRAAiRAAiRAAiRAAiRAAiRAAiRAAg4kQIHGgU6hSSRAAiRAAiRAAiRAAiRAAiRAAiRAAv4iQIHGX/7maEmABEiABEiABEiABEiABEiABEiABBxIgAKNA51Ck0iABEiABEiABEiABEiABEiABEiABPxFgAKNv/zN0ZIACZAACZAACZAACZAACZAACZAACTiQAAUaBzqFJpEACZAACZAACZAACZAACZAACZAACfiLAAUaf/mboyUBEiABEiABEiABEiABEiABEiABEnAgAQo0DnQKTSIBEiABEiABEiABEiABEiABEiABEvAXAQo0/vI3R0sCJEACJEACJEACJEACJEACJEACJOBAAhRoHOgUmkQCJEACJEACJEACJEACJEACJEACJOAvAhRo/OVvjpYESIAESIAESIAESIAESIAESIAESMCBBCjQONApNIkESIAESIAESIAESIAESIAESIAESMBfBCjQ+MvfHC0JkAAJkAAJkAAJkAAJkAAJkAAJkIADCVCgcaBTaBIJkAAJkAAJkAAJkAAJkAAJkAAJkIC/CFCg8Ze/OVoSIAESIAESIAESIAESIAESIAESIAEHEqBA40Cn0CQSIAESIAESIAESIAESIAESIAESIAF/EaBA4y9/c7QkQAIkQAIkQAIkQAIkQAIkQAIkQAIOJECBxoFOoUkkQAIkQAIkQAIkQAIkQAIkQAIkQAL+IkCBxl/+5mhJgARIgARIgARIgARIgARIgARIgAQcSIACjQOdQpNIgARIgARIgARIgARIgARIgARIgAT8RYACjb/8zdGSAAmQAAmQAAmQAAmQAAmQAAmQAAk4kAAFGgc6hSaRAAmQAAmQAAmQAAmQAAmQAAmQAAn4iwAFGn/5m6MlARIgARIgARIgARIgARIgARIgARJwIAEKNA50Ck0iARIgARIgARIgARIgARIgARIgARLwFwEKNP7yN0dLAiRAAiRAAiRAAiRAAiRAAiRAAiTgQAIUaBzoFJpEAiRAAiRAAiRAAiRAAiRAAiRAAiTgLwIUaPzlb46WBEiABEiABEiABEiABEiABEiABEjAgQQo0DjQKTSJBEiABEiABEiABEiABEiABEiABEjAXwQo0PjL3xwtCZAACZAACZAACZAACZAACZAACZCAAwlQoHGgU2gSCZAACZAACZAACZAACZAACZAACZCAvwhQoPGXvzlaEiABEiABEiABEiABEiABEiABEiABBxKgQONAp9AkEiABEiABEiABEiABEiABEiABEiABfxGgQOMvf3O0JEACJEACJEACJEACJEACJEACJEACDiRAgcaBTqFJJEACJEACJEACJEACJEACJEACJEAC/iJAgcZf/uZoSYAESIAESIAESIAESIAESIAESIAEHEiAAo0DnUKTSIAESIAESIAESIAESIAESIAESIAE/EWAAo2//M3RkgAJkAAJkAAJkAAJkAAJkAAJkAAJOJAABRoHOiVeJqWkpOD8+fNISEiIlwnsN8YEzpw5g3Tp0iFr1qwx7pndxYvAuXPncPHiRWTPnj1eJrDfGBM4ffo0MmTIgCxZssS4Z3YXLwLHjx9XfsvF7yz+IHDkyBHkzZvXH4PlKBUCnOf+uhEuX76MY8eOIU+ePP4auA9HS4HGh07XGzIFGv/dDBRo/OdzCjT+8zkFGv/5nAs3//mcAo3/fM557i+fU6Dxj78p0PjH14YjpUBjiMhzFSjQeM6lhgOiQGOIyHMVKNB4zqWGA+LCzRCR5ypQoPGcSw0HxHluiMhTFSjQeMqdIQdDgcY/vjYcKQUaQ0Seq0CBxnMuNRwQBRpDRJ6rQIHGcy41HBAXboaIPFeBAo3nXGo4IM5zQ0SeqkCBxlPupEDjH3dGNlIKNJHxc+PVFGjc6LXIbKZAExk/N15NgcaNXovMZi7cIuPnxqsp0LjRa5HZzHkeGT+3XU2Bxm0es24vI2iss/PclRRoPOdSwwFRoDFE5LkKFGg851LDAVGgMUTkuQpcuHnOpYYDokBjiMhzFTjPPefSkAOiQOMff1Og8Y+vDUdKgcYQkecqUKDxnEsNB0SBxhCR5ypQoPGcSw0HxIWbISLPVaBA4zmXGg6I89wQkacqUKDxlDtDDoYCjX98bThSCjSGiDxXgQKN51xqOCAKNIaIPFeBAo3nXGo4IC7cDBF5rgIFGs+51HBAnOeGiDxVgQKNp9xJgcY/7oxspBRoIuPnxqsp0LjRa5HZTIEmMn5uvJoCjRu9FpnNXLhFxs+NV1OgcaPXIrOZ8zwyfm67mgKN2zxm3V5G0Fhn57krvSTQ7D9+DpsPnkS2TBlQLTGP53xl14Ao0NhF0j3tUKBxj6/sspQCjV0k3dMOF27u8ZVdllKgsYuke9rhPHePr+ywlAKNHRTd0QYFGnf4KSZWekWgeX/aRrw5MfkKszIFcuCT+2rjmqsTYsLRTZ1QoHGTt+yxlQKNPRzd1AoFGjd5yx5buXCzh6ObWqFA4yZv2WMr57k9HN3SCgUat3gqcjsp0ETO0DMteEGgOXwqBTUHTU7jkzvrJGJI56qe8ZVdA6FAYxdJ97RDgcY9vrLLUgo0dpF0TztcuLnHV3ZZSoHGLpLuaYfz3D2+ssNSCjR2UHRHGxRo3OGnmFjpBYFm6fYj6DRqbhpeNYrnwbgejWLC0U2dUKBxk7fssZUCjT0c3dQKBRo3ecseW7lws4ejm1qhQOMmb9ljK+e5PRzd0goFGrd4KnI7KdBEztAzLXhBoEneewLt3pmZxidNrr0aXz1YzzO+smsgFGjsIumedijQuMdXdllKgcYuku5phws39/jKLksp0NhF0j3tcJ67x1d2WEqBxg6K7miDAo07/BQTK70g0Aio1sNnYOP+k6mYDepYGfc2KBETjm7qhAKNm7xlj60UaOzh6KZWKNC4yVv22MqFmz0c3dQKBRo3ecseWznP7eHollYo0LjFU5HbSYEmcoaeacErAs0dH83Dgi2Hr/jltlqJePM25p/RulEp0Hhm+poeCAUa06g8U5ECjWdcaXogXLiZRuWZihRoPONK0wPhPDeNyhMVKdB4wo2mBkGBxhQmf1TygkCzdPtRdBo1B1kzZcBddRPx+ZyteKDxNXi5fUV/ODHMUVKgCROYB6pToPGAE8McAgWaMIF5oDoXbh5wYphDoEATJjAPVOc894ATwxgCBZowYLm8KgUalzvQTvO9INDc+1kSZm04gIeblELDMvnQ7fOFqF0iL37s3tBOVJ5piwKNZ1xpeiAUaEyj8kxFCjSecaXpgXDhZhqVZypSoPGMK00PhPPcNCpPVKRA4wk3mhoEBRpTmPxRye0Czerdx3Hju7OU6Jm5fVri8mWg1uDJyn+veaUd0qdL5w9HhjFKCjRhwPJIVQo0HnFkGMOgQBMGLI9U5cLNI44MYxgUaMKA5ZGqnOcecaTJYVCgMQnKA9Uo0HjAiXYNwe0CTdfRSZix/gAealIKfW+soGBp8PoU7Dl2FpOeaYqyBXPahcoz7VCg8YwrTQ+EAo1pVJ6pSIHGM640PRAu3Eyj8kxFCjSecaXpgXCem0bliYoUaDzhRlODoEBjCpM/KrlZoAmOnrkqIbPitEe+WoxJq/di2G3V0LlWMX84MoxRUqAJA5ZHqlKg8YgjwxgGBZowYHmkKhduHnFkGMOgQBMGLI9U5Tz3iCNNDoMCjUlQHqhGgcYDTrRrCG4WaCTXzLTk/amiZ4TLyKkb8dakZHRtWBIDb6pkFyrPtEOBxjOuND0QCjSmUXmmIgUaz7jS9EC4cDONyjMVKdB4xpWmB8J5bhqVJypSoPGEG00NggKNASb5wevVqxd69OiB2rVrm4Lq1kpuFWj0omfEDzPXH8B9o5NQo3gejOvRyK2uiZrdFGiihtaxDVOgcaxromYYBZqooXVsw1y4OdY1UTOMAk3U0Dq2Yc5zx7omKoZRoIkKVkc26juBZsSIEShevDg6deqUyiHjxo3DqFGjlH+rW7cu+vXrh6xZs4ICjSPv21RGPfjFQkxZmzZ6RiqdOHsBVQZMRMYM6bB+8PVMFBzkTgo0zr+/7baQAo3dRJ3fHgUa5/vIbgu5cLObqPPbo0DjfB/ZbSHnud1End0eBRpn+8dO63wj0AQKMBINEyjQLFq0SBFnhg0bhrx580JEHCk9e/akQGPn3RaFtkJFz6jdNX5jKnYeOYMJPZugfOFcUbDCvU1ql8vwAAAgAElEQVRSoHGv76xaToHGKjn3XkeBxr2+s2o5F25Wybn3Ogo07vWdVcs5z62Sc+d1FGjc6TcrVvtGoFHhaEXQBP9boGAj1wVucVIjaqpVq6YIOF4qbtzi9PCXizB5zT482Pga9GtfUdMd3b9ejL9W7cXQW6vi9tqJXnJZxGOhQBMxQtc1QIHGdS6L2GAKNBEjdF0DXLi5zmURG0yBJmKErmuA89x1LovIYAo0EeFz1cW+F2jOnj2LQYMGKfll1KiazZs3Y/Dgwejbt68SUaMKNJUrV1bqSj0v5qNxm0BjJnpGZuMH0zfhjQnrcG+DEhjUsbKrJmi0jaVAE23CzmufAo3zfBJtiyjQRJuw89rnws15Pom2RRRook3Yee1znjvPJ9G0iAJNNOk6q20KNP8KNIGii5ZA061bN0yYMCGVkCOuPHnypLM8GoE1MvEvXbqEDBkyRNBK7C7t+cNqTEk+iPvqFUPvNqV1O5635QgeHrMCVYrkxDcP1IydgS7oSfwtJX369C6wlibaQUB8LnPdLfPcjjH7vY2LFy8iXbp0nOc+uhEuXLigzHHxO4s/CJw/fx6ZMmXyx2A5SoUA57n/bgS3zPMcOXL4zzk2jpgCjckImh07diAxMfFKnhrVBzJRvFJkLPIiL8mRnV427j+JG0bORZaM6THzuWbIm13/pUQSBdd8daqSKHh1/9ZMFBzgXImmkBf4zJkzO93ltM8mAjLPRaTJkiWLTS2yGacTkHkuIiwXb073lH32SdSU/JZTfLePqdNbkg+GXBQ53Uv22sd5bi9Pp7cmH9fE5wkJCU43le8bEXrI9wKN8DOTg6ZDhw6KQCPJhtUTniJk77jL3bTF6bGvF2PCqr14oPE1eFkn90wg4GZvTsO2Q6fx51NNULEIEwWrbLjFyXHTMOoGcYtT1BE7rgNucXKcS6JuELc+RB2x4zrgFifHuSTqBnGeRx2xozrgFidHuSOqxlCgARDOKU4i0Eh9L4o0bhFoNuw/ibZvz0CWjBkwt09LXJVgHP3xxNilGL9iN4Z0roo76zBRMAWaqD5XHd04BRpHuycqxlGgiQpWRzfKhZuj3RMV4yjQRAWroxvlPHe0e2w3jgKN7Ugd26BvBJrAY7bFG7lz58bQoUNRqlQpxTmBf69bt+4VAUY9tUmO5lYTA0vEzf79+z0n0jhdoHlx3EpMWr0PR0+n4MKly7ixamG838VcTpmPZ27Ga3+uRZd6xfFapyqOnZCxNowRNLEmHv/+KNDE3wextoACTayJx78/Ltzi74NYW0CBJtbE498f53n8fRBLCyjQxJJ2fPvyjUATX8zu6N3JAs2Qv9bhwxmbUoEsljcbZj/f0hTceZsO4a5P5qNK0dz4/cnGpq7xQyUKNH7wcuoxUqDxn88p0PjP51y4+c/nFGj853POc3/5nAKNf/xNgcY/vjYcqZMFmptGzsaKncfSjOHvZ5uhTAHjTOEnz11A5f4Tleu3DrnRkIVfKlCg8Yun/xsnBRr/+ZwCjf98zoWb/3xOgcZ/Puc895fPKdD4x98UaPzja8OROlmgufHdWVi9+3iaMUx6pinKFsxpODap0HLYdGw+cEqJoJFIGhaAAo3/7gIKNP7zOQUa//mcCzf/+ZwCjf98znnuL59ToPGPvynQ+MfXhiN1skDT/9fV+GLe1lRjuDpHFizq29pwXGqFnt8uxa/Ldis5aCQXDQsFGj/eAxRo/Od1CjT+8zkXbv7zOQUa//mc89xfPqdA4x9/U6Dxj68NR+pkgebUuQu4b3QSFm87ooyjdP4c6HN9ebSpWNBwXGqFz2ZvwaDxa3BX3eJ4/RYmChYujKAxfft4piIFGs+40vRAKNCYRuWZily4ecaVpgdCgcY0Ks9U5Dz3jCtNDYQCjSlMnqhEgcYTbrRnEE4WaGSEn87ajMF/rMUddRLxRueqYQ86acth3P7RPFQqkgt/PNUk7Ou9eAEFGi96NfSYKND4z+cUaPzncy7c/OdzCjT+8znnub98ToHGP/6mQOMfXxuO1OkCzXM/LMePi3di8M2VcU/9EobjCa5w9vxFlO83AenTpcP6wdcjY4Z0YbfhtQso0HjNo8bjoUBjzMhrNSjQeM2jxuPhws2YkddqUKDxmkeNx8N5bszISzUo0HjJm6HHQoHGP742HKnTBZr2783Gql3H8MNjDVCn5FWG49Gq0Hr4DGzcfxK/PtEI1YrlsdSGly6iQOMlb5obCwUac5y8VIsCjZe8aW4sXLiZ4+SlWhRovORNc2PhPDfHySu1KNB4xZPG46BAY8zINzWcLNBcunwZ5fpOwPmLl7DmleuQPXMGS3559vtl+HnJLstROJY6dfBFFGgc7JwomUaBJkpgHdwsBRoHOydKpnHhFiWwDm6WAo2DnRMl0zjPowTWoc1SoHGoY6JgFgWaKEB1a5NOFmg2HTiJVsNmoEiebJjbp6VlxJ/P2YqBv6/G7bUTMfTW8PPYWO7YoRdSoHGoY6JoFgWaKMJ1aNMUaBzqmCiaxYVbFOE6tGkKNA51TBTN4jyPIlwHNk2BxoFOiZJJFGiiBNaNzTpZoPlj5R48PmYJWpYvgNH317GMV06B6vzBXJQvnAsTejJRMAUay7eSay+kQONa11k2nAKNZXSuvZALN9e6zrLhFGgso3PthWbm+YmzFzBrwwGcTrmIa65OQK0SeV07Xr8bToHGP3cABRr/+NpwpE4WaIZNSsZ7UzeiR4sy6N2unOFY9CpIouCKL09U/sxEwTxm2/KN5OILKdC42HkWTadAYxGciy8zs3Bz8fBougYBCjT+uy2M5rnkbbz3syQcOZ1yBY4csiGHbbC4jwAFGvf5zKrFFGiskvPYdd8t3IEZyfsgAkbVxKvweIvSyJQhvWNG+fCXizB5zT68e1cN3FStSER2tXt7JpL3ncC4Ho1Qo7i/EwUzgiaiW8mVF1OgcaXbIjKaAk1E+Fx5sdHCzZWDotEhCVCg8d8NYjTPe/+4At8v2pEGzIz/a4ES+bL7D5jLR0yBxuUODMN8CjRhwPJq1U9mbsarf65NNbxItxLZzarZm9Ow7dBpTH62Ga4tkCOi5v/vxxX4YdEODOpYGfc2CP+47og6d9jFFGgc5pAYmEOBJgaQHdYFBRqHOSQG5hgt3GJgAruIMQEKNDEG7oDujOb5nR/Px/zNh9JY+s3D9dGgdD4HjIAmhEOAAk04tNxdlwKNu/1ni/Ud35+D5TuOpmlrwYutUDBXVlv6iKSRUykXUOnfbUlbh9wYSVPKtV/N24Z+v67CrbWK4a3bqkXcnpsboEDjZu9Zs50CjTVubr6KAo2bvWfNdqOFm7VWeZWTCVCgcbJ3omOb0TzvPmYJ/lq5J03nf/ZsgoqFc0XHKLYaNQIUaKKG1nENU6BxnEtib1CLt6Zjy8FTaTqe0qsZSuePLFrFjtEs3X4UnUbNsS2x77IdR3Hz+3NQrmBOTHymqR0murYNCjSudZ1lwynQWEbn2gsp0LjWdZYNN1q4WW6YFzqWAAUax7omaoYZzfO/Vu1F968Xp+o/d7ZMWN6/bdRsYsPRI0CBJnpsndYyBRqneSQO9qj5XQK7zpghHdYMvA6ZM8Y/D83YpO148eeVuLlGUbxzR/WICV24eBll+/6ltLPmlXbImilDxG26tQEKNG71nHW7KdBYZ+fWKynQuNVz1u02WrhZb5lXOpUABRqneiZ6dpmZ5+9P24g3JyanMkKixyWKnMVdBCjQuMtfkVhLgSYSeh65dtHWw3jkq8U4fOq/LO8vXF8ejzYr7YgR9v9tNb6YuxXPX18e3W2y6YZ3Z2HN7uP4sXtD1PbxkYMUaBxxi8fUCAo0McXtiM4o0DjCDTE1wszCLaYGsbOoE6BAE3XEjuvAzDz/cMYmDPlrHR5tWgol8iXgxXErkTNrRkx/rgXy5cjsuDHRIH0CFGj8c3dQoPGPr0OO9NyFS5izfh8eG7sMKRcuYUm/NrgqwfqD+++1+zBh1V4cO3Me11ydgPsblkSRPNks0b79o3lI2nIY/+tWF83L5bfURvBFz/+0AnJyVf8OldCtUUlb2nRjIxRo3Oi1yGymQBMZPzdeTYHGjV6LzGYzC7fIeuDVTiNAgcZpHom+PWbmec9vl+LXZbuVCHSJRO/yyXzM3XQITjsMJPq03N8DBRr3+9DsCCjQmCXlg3opKSnoMXYp/l53EG/eWhW31U60NOopa/fjwS8WprpWctlIThsrpdrASYrQM++FViic256kxWMWbMNL41bhlppFMfz2yLdNWRmXE66hQOMEL8TWBgo0seXthN4o0DjBC7G1wczCLbYWsbdoE6BAE23CzmvfzDxv+/ZMrN93AhN6NlFyOe47fhaSe/J0ykW8d1cNdKhWxHkDo0WaBCjQ+OfGoEDjH18bjlQEmrELtmHAH+vRvmphjOxS0/AarQq9f1yB7xftSPOnMQ/VQ6MyV4fV5p5jZ9Hg9SnInjkD1rxyXVjXhqq8Yucx3DRyNsoUyIG/n7UmHNlmTBwbokATR/hx6poCTZzAx7FbCjRxhB+nrs0s3OJkGruNEgEKNFEC6+Bmjeb5+YuXUK7vBGRInw7Jg69D+nTplNF8u3AH+vy0AnmyZ1K2Osn/ZXE+AQo0zveRXRZSoLGLpAfaEYFm1+GTaPHOPOTKlgkrLGZ5f+zrxcr2puDy4T21cF3lQmGRmrH+ALqOTkK9Uvnw3SP1w7rWqHLJPn8oVUT4EQHIj4UCjf+8ToHGfz6nQOM/nxst3PxHxPsjpkDjfR8Hj9Bonq/adQzt35uNikVy4c+nmqS6/L7RSZi5/gBuqlYE795Vw3/wXDhiCjQudJpFkynQWATnxctEoDl//jxu/mgRNuw/iZ+6N0QtCwl0h05Yh1HTN6VBJD8O8iMRTvlgxia88dc63NegBF7pWDmcSw3rdnhvNlbuOobvH22AutdcZVjfixUo0HjRq6HHRIHGfz6nQOM/nxst3PxHxPsjpkDjfR+HK9D8sGgH/u/HFehcsxiG3V4t1eWy1anVsBk4ee4CRt9fR8lJw+JsAhRonO0fO62jQGMnTZe3pQo0b0/fjk9nbcZTra7Fs23Khj2q/cfPosPIOco+V7V0qVccr3WqEnZbT3+3DL8s3aVcK23YWSST/dgF29GvfUU82PgaO5s21dbo2Vvw5fxt2HfsLArmzor76pfAAzG2gwKNKVd5qhIFGk+509RgKNCYwuSpShRoPOVOU4OhQGMKk6cqGc3zV35fg9FztuClGyvg4Sal0oz9x8U78dwPy5XTnGSrk5zuxOJcAhRonOsbuy2jQGM3URe3pwo0S3afwb2fLUC1Ynnw6xONLI1IkgRLsmC1/PBYA9QpGX6UynUjZmHdnuP4uUdD1Cye15Itehd9k7QdL/y8UslqL9ntY1nmbz6EOz+en6bLbx+pj/ql8sXMFAo0MUPtmI4o0DjGFTEzhAJNzFA7piOjhZtjDKUhthGgQGMbStc0ZDTP5T1T3je/fqgeGuvkgLz/8yRMTz6AW2sVw1u3pY6ycQ0InxhKgcYnjgZAgcY/vjYcqSrQJCQkoOLLE5QM70tfboO82cM7bvvs+Yso32+C0t/ttROVhME9W12LZyxE46h5Yla/0g4Jme1V9tfsPo4b3p2FSE6YMoSqU2HU9I0YOiE5zV97X1cOPZqXsdps2NdRoAkbmesvoEDjeheGPQAKNGEjc/0FRgs31w+QA0hDgAKN/24Ko3le/ZVJOHr6fMh3+cBTnTJlSK/kZGxXqRCG3lrVf0AdPmIKNA53kI3mUaAxgCk/eL169UKPHj1Qu3ZtG9E7r6lAgUaNgBlxZw10rB7eEXyT1+zDw18uUiJBHm9RRonGqZ6YB788Hl40jhwLKMcDJl6VHbN6t4gKsGgKQKEMHjltI96amFagea5dOTzRggJNVJzNRhUCFGj8dyNQoPGfz40Wbv4j4v0RU6Dxvo+DRxhqnu89fhb1X5uCAjmzIOml1iHh1Bw0GYdPpaSq80jTUnjxhgr+g+rgEVOgcbBzbDaNAs2/QEeMGIHx48cr/5WYmIhhw4Yhb9688KtA8+W8bXj511W4pWZRDL89vO0/cnSfHOHX98YKeKhJKagiyPL+bZE7m/mj/H5bvhtPfbMUbSoWxCf3RUccu/n9OVi246hyQpScFBWrIpnzJYN+cPnygbpoWjZ/rMwAI2hihtoxHVGgcYwrYmYIBZqYoXZMRxRoHOOKmBlCgSZmqB3TUah5Pi15P7p9vhDNyubHFw/U1bVZDgVpM3xGmr9XKZobvz/Z2DFjpSEABRr/3AUUaACMGzcOixYtQr9+/ZA1a9ZU/y0LWD9G0Ow4fBpNhk7DVQmZsaRfm7BmhKrES9SLRL/c+1kSZm04gFF318QNVQqbbmvoxGSMmrYRT7Ysg15ty5m+LpyKd30yH/M2HULVYrlxW+1E3Fu/RDiXW647ZsE2vDRuFdKnS4dLly8r7cRj/y8FGssudO2FFGhc6zrLhlOgsYzOtRdSoHGt6ywbToHGMjrXXhhqnr8/bSPenJiM7s1L4/nryuuOUY1WD65QuUhujH+KAo2Tbg4KNE7yRnRtoUADQKJnpPTs2VP5vyLWjBo1SomikRIo0KgRNdWqVbtSP7ouil3rgVucpNfmb07H1kOn8NsTjRUBw0xZuv0oOo2akyqvy0czN+P1P9firrrF8fot5k9yEuVfvgCM7FID7auGt83KjK3ywyU/YIFFBJpBN9t7nHewLdsPn1a+VqRcvISfuzfCHyv3KKdmxSOclAKNmTvFW3Uo0HjLn2ZGQ4HGDCVv1aFA4y1/mhkNBRozlLxVJ9Q8f2LsEoxfsQdmUhXUffVv7D9xLhWc+xuWxICbKnkLmMtHQ4HG5Q4Mw3wKNAA2b96M3r17o0mTJoroIoJN8eLF0alTp1RbnCpXroxBgwYp/+7FfDTBAs2A31bjf3O3KtErEsVipqiiR/dmpfH89f8o9nIKk5zGVDh3Vsx7oZWZZpQ6DYdMxe6jZ/D3s81QpkAO09eZrVj/9SnYe+y/o8DluiwZ0yN58PVmm7BUr+PIOVi+8+iVrxoLtx7GbR/OQ9mCOTHpmaaW2rR6EQUaq+Tcex0FGvf6zqrlFGisknPvdRRo3Os7q5ZToLFKzr3XhZrnrYbNwKYDJ5X3Snm/DFWmrtuPNyasQ/LeE0o1OcX1u0frI2umDO6F40HLKdB40Kk6Q6JAA+Ds2bOK8HLixAmsXbtWMwdNt27dMGHCBEWYEYFGLfKD6NUye9MRPPnjWlQvlhOf320u8uX20cuw4cBppb5cp5bWIxfi0Knz+OXhGihxVTZDZCfPXUSTdxYo9ZY+39CwvpUKDYbPx9nzl9JcOvvpekjIEp0fpY/m7MCHs3egbIEEfNftv+MMZawy5r+610KhXFmsDIfXkAAJkAAJkAAJkAAJ+JzAuQuXUH/Y/LDfob9auBvDp27FrTUK4aW2pXxOkcOPhIDkcWWxToACzb9bnNSIGUEpOWl+//33VFucduzYkUq4sY7cuVcGR9CkXLiEygMm4vzFS1jRvx1yZg19zHVg3prFfdsgXbr/xvrMd8swbukuDLypEro2LGkIIWnLYdz+0TxULJILfz7VxLC+lQo3jJiFNXuOp7pUTH7hhgp4uEmpVPZbaT/4mlW7juGmkXOQIX06THy6KUrlT7hSRQ1FHXxzZdwTozw40jkjaOzwrLvaYASNu/xlh7WMoLGDorvaYASNu/xlh7WMoLGDorva0JvnEqUt0dqViuTCH2G8Q6/YKe+ps1G+UE5MeDq2Ed3uIh8faxlBEx/u8ejV9wKNGj0TuG1JtjwNHjwYffv2VU5ykhw0HTp0UAQaEW/UZMLxcFg0+wwWaKQvOSJ71oaDeP/umrjRIMHv6Nlb8Mr4NZrJbn9esgvPfr8MrSsUxKddjU9k+mreNvSzeIqUWUa/LtuNnt8u1axe95qr8H6Xmsif055oFvmaIXlnJP/Myx0q4oFG16Tq96fFO9Hrh+VoVaEAPutax+wQIq5HgSZihK5rgAKN61wWscEUaCJG6LoGKNC4zmURG0yBJmKErmtAb57LSapyomq4h0/IoRUV+k3A+YuXsXJAWyRkCf1h1nXAXG4wBRqXOzAM830v0AgryTmzf//+VKc4BUfQ9OjRQ9neFHziUxisHV9VS6CR5LWD/1irnHD05q1VQ46hyyfzMXfTIXx4Ty1cV7lQqrqHTqag1uDJyJ45A1YMaIeM6QPCazRafXHcSoxdsB0v3lBBSZ4brSI5bpbvOIpLl4HKRXNh+c5j6PvLKhw/cx65smXC0M5V04zFii3S5tfztylHecuR3sHl8KkUyOlXmTKkx5pX2in/NxaFAk0sKDurDwo0zvJHLKyhQBMLys7qgwKNs/wRC2so0MSCsrP60Jvn/X9bjS/mbsXL7SvigcapPwgajUCi1yWK/asH66LJtfmNqvPvMSRAgSaGsOPcFQWagBw0SUlJijskUkZOcJLoGfXUJlWg0RJ04uxD27rXEmg27j+J1sNnGB63ffLcBVQbOEk5NnrFgLbIppFYTBIFS8Lg7x9tAIlQCVU6fzAXi7cdwZcP1EXTsrH9gdh7/Cye+map8gMlRb5ADOxYCafOXVSSFufKminV9iQjB8gR43LUeI4sGTH1ueYooBOV0+G92Vi56xi+eKAumsVozBRojLznvb9ToPGeT41GRIHGiJD3/k6Bxns+NRoRBRojQt77u948V0WWbx6ujwal84U18Df+WocPZmzC063L4unW14Z1LStHlwAFmujydVLrFGic5I0426Il0IhJDV6fgj3HzmJCzyYoXziXppW/Ld+tiBrNy+XH/7rV1azz2p9r8fHMzXiiZRk817ZcyNFWfHkCTqdcxIIXW6FgrqwxJ3P5MvDZ7M0YOjEZkosnR9aMOHn2whU7ml6bH593q6PkkwlVjp05jxZvTYdEyBhtExs+eT3enbIBsTzakAJNzG+tuHdIgSbuLoi5ARRoYo487h1SoIm7C2JuAAWamCOPe4d681y2KZ05fxHL+7dF7myZwrJz8pp9ePjLRUr0jETRsDiHAAUa5/gi2pZQoIk2YRe1ryfQqNuNJHnuozrbjUScEZHmtU5V0KVecc1Rz9l4EHd/ukA5vu/XJxrpktl15AwavTEVebNnxtKX28SV4Pp9J/DwF4uw7fDpNHb0ub48HmtWWtO+NbuP4/T5i3h/6kZMS96Pm2sUxTt3VA85lqXbj6LTqDkoflV2zOzdIibjpkATE8yO6oQCjaPcERNjKNDEBLOjOqFA4yh3xMQYCjQxweyoTrTmuUR6NxwyFYVzZ8W8F1qFba+65T4hc0asfqVd2NfzgugRoEATPbZOa5kCjdM8Ekd79AQaVU2XMEkJl9QqlV6eiFMpFwwjXkr2+UO5PJSq//fafXjoi0VKWKZef7HE9OuyXej57bI0XV6dIwtuql5EyZJfqXAuJbpo19EzeOTLRVi9+7/ToeT0K/mRlC1ORkW2iUnUzbTnmuOaq/875cnoOqt/p0BjlZx7r6NA417fWbWcAo1Vcu69jgKNe31n1XIKNFbJufc6rXmuvrO3LF8Ao++3duiERH5vOXgKk55pirIFc7oXkMcsp0DjMYeGGA4FGv/42nCkegKNbDWSLUdS1rxynZLoN7BIYmBJEFy1WG789kTjkP10HZ2EGesPYGSXmmhftbBm3fenbcSbE5PRrVFJ9O9QydDuaFeYuHovHv1qsalu8iVkxqFTKWnqLnyptakToZ7+bhl+WbrLUmI3UwYGVaJAY4Wau6+hQONu/1mxngKNFWruvoYCjbv9Z8V6CjRWqLn7Gq15PnLqRrw1KRk9WpRB73ah0wnojV5OXZXTV1+/pQruqqsdFe9ucu60ngKNO/1mxWoKNFaoefQaPYFGhnvnx/Mxf/MhfHJfbbSpWDAVATlaW47YfqZNWfRsFTqhmHoq1J11EjGks/apUE+MXYrxK3bjjc5VcUedxLjTPnH2Ahq/MVWJbAksj7coo5y2lLz3ONbtPaF8bdArPzzWAHVKhk6MLNeKOCMijdW9vyKmTVm7T7E18arshsmGKdDE/faKuQEUaGKOPO4dUqCJuwtibgAFmpgjj3uHFGji7oKYG6A1z3uMWYI/V+7ByC410L5qEUs2Kaeojltp6gRXSx3wIksEKNBYwubKiyjQuNJt0TE6lEDz4YxNGPLXOtxdrwRe7VQ5lQEiXuw8cgZ/9WyCCjpJhNULJKdL27dnhtwb22b4DGzYfxK/Pt4I1RLzRGewYbYq+WH+N3cLth46jbzZM6FDtSLoXLNYmlZu/WAuFm07kubfxz/ZGJWL5jbsVYQV2eYkRStaKVQDOw6fhmTul4TOamlXqRA+ureW7mUUaAxd4rkKFGg851LDAVGgMUTkuQoUaDznUsMBUaAxROS5ClrzXN2eNLVX87BOHA2EIyeuysmrpfInQNphcQYBCjTO8EMsrKBAEwvKLukjlECzds9xXD9iVhphJXnfCbR7e6Zy0pKcuGSm1Bo8GYdOpmBKr2YonT9HqkvOX7yEcn0n4NLly2ELFGb6jnadMQu24aVxq1J1U75QTkx4uqnprm9+fw6W7TiqGa0UqhE5cWrUtI1pqoQ61pwCjWm3eKYiBRrPuNL0QCjQmEblmYoUaDzjStMDoUBjGpVnKgbPczm5SU5wUqK7B1+H9OlCnzSqB0LewaWdcxcuKYd1yKEdLPEnQIEm/j6IlQUUaGJF2gX9hBJoxPy6r/6N/SfOKWq6qOpSRBAQYaBrw5IYeJO5fDHP/bAcPy7eiQE3VVKOlA4sqhAkCXIlUa4by9fzt0GStJ06dwHlCuVUTnqS7UZmixy1LUduy2lYciqW2dLz26X4ddnuNNVH3FkDHatrh7lSoDFL1zv1KNB4x5dmR0KBxiwp79SjQOMdX5odCQUas6S8UweLRzwAACAASURBVC94ni/fcRQd359jeFqqGQL3fLoAszceVBINS8JhlvgToEATfx/EygIKNLEi7YJ+jASa//txBX5YtAP92lfEg42vUUakRnt8+UBdNC2b39Qo1TwrWhnmf1qyE72+X462lQrh4xBbc0x15NJKy3ceRceRc1AoV1bMNxmVJEMd+PsafD5nS5pRh/INBRqX3iQRmE2BJgJ4Lr2UAo1LHReB2RRoIoDn0ksp0LjUcRGYHTzP1dwxt9dOxNBbtfM8mu1u2KRkvDd1Y0TJhs32xXrmCFCgMcfJC7Uo0HjBizaNwUigGb9iD54Yu+RKAtvDp1Ig25WyZsyAFQPaKiGVZopsb5Lr5DSoFQPaIWP6/0IwX/1jLT6ZtRlPtboWz7Ypa6Y5z9W5fBkKH+E7oWcT5fhuM2XR1sO49cN5qarKEeB/PNVE93IKNGbIeqsOBRpv+dPMaCjQmKHkrToUaLzlTzOjoUBjhpK36gTP876/rIJEccsJqHISaiRlWvJ+dPt8IeqVyofvHqkfSVO81iYCFGhsAumCZijQuMBJsTLRSKCR04yqDpyoCDGrBrTDuKW78PxPK3BDlcIYdXfNsMy84d1ZWLP7OL59pD7ql8p35dp7P0vCrA0H8P7dNXFjFe1juMPqyKWVJYpIoomev648ujcvbWoU3yRtxws/r0xVV+vUrcAKbhBodh09A7n3iuXNhhxZMppiwUr6BCjQ+O/uoEDjP59ToPGfzynQ+M/nwfO88wdzsXjbEUVQEWElkiLb9Cv1n4gsGdNj7SDr+WwisYHXpiZAgcY/dwQFGv/42nCkRgKNNKCeUvS/bnUhCXEl18qw26tpnmgUqkM5EUpOhurRogx6tyt3pWqdV//GgaA8N4aGe7DC78t348lvlqLuNVdBkvwaFUnk1mjIVBw8eU4Ry+S0rHf+3qB8QZEvKXrFyQLNxUuX8dAXiyBfcdTyTOuy6Nk69FHuRqz8/ncKNP67AyjQ+M/nFGj853M7BRr5MCL5TC4DqFI0N4qHkUfPf+TjN+LgeS6JfSVR8PL+bZE7W6aIDWs1bAY2HTiJ359srNwHLPElQIEmvvxj2TsFmljSdnhfZgQa2Y8q+1Ilge3PS3bh7PmLWPZyW+TJHt4PwdxNh9Dlk/nKA18e/FLUI6ZFrU8efL3DaUXXvONnzqPqv8dtrxzQDjmzho4cUY9BV3mqeWwk6mT28y1dKdCMnLYRb01MTmP73882Q5kCqU//iq43vNU6BRpv+dPMaCjQmKHkrToUaLzlTzOjsUugkXe7Z79flqrL12+pgrvqFjdjBuvEkEDgPN9++DSaDp2GInmyYW4f/fe+cMxTc0/KISByGAhLfAlQoIkv/1j2ToEmlrQd3pcZgWbFzmO4aeTsKyMxG+GhNfRyff9SjvBb0q8NrkrIjHmbDuGuINHG4ciiap4arWS03Uu2/zQcMkXZBhQY1qpGI2kdZ64a7uQImsfHLsEfK/akYfzhPbVwXeVCUWXv5cYp0HjZu9pjo0DjP59ToPGfz+0SaNq8PQMb9p1MBTAxb3bMer6F/6A6fMSB83zS6r145KvFaF2hID7tWtsWy79buENJZXBTtSJ4964atrTJRqwToEBjnZ3brqRA4zaPRdFeMwKNujVJNSNv9sz4qXvDK8duh2Pe/Z8nYXryAYzsUgPtqxbB6Dlb8Mrva3Bb7US8GWH2+XDscGpd9QjzzrWKYdht1XTNlGPOpW6LcgXwebc6V+r1/nEFvl+0Ay/eUAGPNC2leb2TBRoR60S0Cy7h5OVxqm/jaRcFmnjSj0/fFGjiwz2evVKgiSf9+PRtl0BT5qU/ceGibG5KXdYNug5ZM2WIz+DYqyaBwHku29rf+Xs9nmxZBr3a/pc6IBJ0G/afRJvhM5QcgKGisSPpg9eaJ0CBxjwrt9ekQON2D9pov5FAI3uSJc9JcLm7XnG82qlK2JaMnr0Fr4z/T5ARlV7U+sBjvMNu1EMXrN59HDe+O0uJLpIoI62y/8Q51H31b+VPE59pinIFc16pNnH1Xjz61WIlCbMkY9YqThVo3pqUjJFTN+p686EmpdD3xgoe8nbshkKBJnasndITBRqneCJ2dlCgiR1rp/Rkl0BTe/DfSj67wJIuHZSPcTWL53XKcGkHgMB5Lu978t4neQjl8A67SuX+E3Hy3AUsfKk18ufMYlezbMcCAQo0FqC59BIKNC51XDTMNhJo5m8+hDs/np+m61ACQCg7VWW+UK6smP9iK3R8f46SlO7rh+qhcZmrozFE17WpblP67YnGqFosbYK2F8etxNgF25UkzZKsObCoGfjl3/Ty2DhNoJE8RHKU+6wNB5WhyElekjRa/r14vuxIuXAJM9YfUP4mx4+/e2d1lA0Qpex28O6jZ7D54Clky5QBtUp448WUAo3dd4nz26NA43wf2W0hBRq7iTq/PbsEmuBI6cCR2xmd4XyizrcwcJ5L/hnJQzPtuea45uoE24zvOjpJee/i9nLbkFpuiAKNZXSuu5ACjetcFj2DjQSaVbuOof17/+WfUS1pW6kgPr7X2n7XWoMn49DJFEji19bDZyhNLu7bBvlyZI7eQF3Uspqg7enWZfF00OlFOw6fRvO3pkO+bEnoqQhdweWeTxdg9saDeO+uGuhQrUiavztJoFm75zge+N9C7Dl2FgVyZsFH99ZGjeJ50tgs2+Ke/m4pjp4+j8wZ0ytHkT/Q6BqFg53l3SkbMHzy+itNyguPHFvu9gTFFGjsvEvc0RYFGnf4yU4rKdDYSdMdbdkl0Mho1RyBbSsWRMMyVysn+Xw9fxsuXwbKF8qJkV1quv630B1eDW2lOs9TLgFyglOmDOmx4VV7D9lQt04xcjn+dwwFmvj7IFYWUKCJFWkX9GMk0MgQOo6cAzkhKLAMv706bqlZ1NIIVQFCssN/MXerciygHA/I8g+BP1fuQY8xS1AtMQ9+fbxRKiwSaTJ+xR6E+tFUt5HdXKMo3rmjumMEmiOnU7B0+1HIUdoVC+fCgi2H0efnFUqEjIgyn3Wto2zt0iuHT6Uop0yIWCOlTsmrULloLqzfdxIZ06dDg9L58Fiz0pZvo0OnUlBr0OQ0199eOxFDXZ4fiQKN5dvCtRdSoHGt6ywb7gaBRrZNJGTOaLu4bhmayy+0S6CZteEA7v0sCUXzZsOcgFMgJYq657fLsO/4Wchpm73//Thy7sJF7D52Vnl/yxfid9tuvDM3HFC2Qq/fdwI5smRUchn2ub683d04uj11ni/deRxysITWu2KkA1DvB3k3G9cj9XtopG3z+vAIUKAJj5eba1OgcbP3bLbdjEAjC+NPZm1WMvzLD2KrCgU0IzPMmjZ+xW48MXbpleqNylyNMQ/VM3u55+udSrmASi9PVMapnnYl/78azSQ+kOMUc2XTPuZ826HTaPbmNF3hy+4ImvMXL0HuEdmnnF4npGXymn2K6CR1g4tEwrzcoaJpv45bugv9flml7I8OLo82K40XLL6sLd1+BJ1GzU3TphdeUCjQmL69PFORAo1nXGl6IE4WaH5ZugvD/16P7YdOI0P6dLi5etE0W3RND5QVrxCwS6Dp+8sqJVqme/PSSoRqYJHTIvv9ugriQylF82SD5CdUi0TqSsRutIucACr592T7c2CR3HTy0covRZ3nY5N2Kn6Ro9DlSHQ7S+B76NYhN9rZNNsKkwAFmjCBubg6BRoXO89u080INHb3KYv5mgGRCg82vkZJEszyHwHJ+yNfrt6+ozo61fgnUkm+bslXjeevL4/uBpEirYbNUMKTJcFfcB4VOwUaSfj8+ZwtSgi0hNnKyVH/1y7tSQKdP5iLxduOpHKx7E4acVcN5SjHcMvmgyfR8q1/tscFlsSrsmNWb2vHgibvPYF278xM02bTa/Pjywfrhmuio+pToHGUO2JiDAWamGB2VCdOFWhkQS2/+RI9GViebVMWT7W61lEM3WaMXQJNvdemKFEyErUrERlaRY50fu7HFTgeJJBI3YEdK6Frg5JRxSdRt3d8NC9NH/LRUCJw/VLUed7/97WKqDaoY2Xc26CE7cO/7p2ZWLf3hBJBo7X13PYO2aAmAQo0/rkxKND4x9eGI42HQLNsx1F0+WQ+TqdcVOyrUDgn/tetLgpq5FMxHIBHK3w0czNe/3OtEqkkX6bk6Gk5gloYzezdQgk1DlVe/WOtEvXUo0UZ9A4STOwSaCas2ovHvl6cxgwR3BKyZMSuI2ew59gZ5UubRPVolcX92lgKj5bTJuTUieCSNyEzluqcfmXmVmn79kwldDqwDLipEu5vGN0XTzO2RVKHAk0k9Nx5LQUad/otEqudKtCov1/BY2teLr/y289inYAdAo18PJGPKIVzZ8O8F1qGNObLedvw8q+r0tS5o04i3uhc1fpATFw5d9Mh5d3R7/eROs9v+2gBlmw/ovkhzgROwyrqgRR+i1AyBBPjChRoYgw8jt1RoIkjfKd1HQ+BRpIOy3adwCL7iEd2iX6IrNP469mTvO8E2r09U9nGtKJ/W9w0cjZW7DymvADJi5BRUU/fksR+E55umqq6XQKN0bHYRjbK39cPvl5J+mul1H9tCvYeP5vqUslD883D2seLm+lDRDBZTEgI9+mUCzhy+jweb1FGMyrITHtOqUOBximeiJ0dFGhix9opPTlVoNE7DbJl+QIYfb9/Ih+icZ/YIdDIxyD5KCQfIuSDRKjy+/LdePKb/7aoq3Xva1ACr3SsHI0hXmlz84FTaDlsepo+5DAFOVTBL0Wd55UHTMaZ8xexamA7Jf2A3eWnJTvR6/vluL5yIXxwTy27m2d7JglQoDEJygPVKNB4wIl2DSHWAo0kiq3xStpErFfnyIJFfVvbNSxPtKMet928XAFMT96PUvkTMLVXc9Njq9x/opKnZd4LrVA493+nPdkl0KhZ/oMNkgTATcvmV05lKpInGwrnyYrflu3GZ7O3pKqqdUy46cEB+HHxTjz/04pUYfODbq6Me+tbC/VduesYOvx7YtmCF1vh4MkU3PjuLMUkOTGrWN5s4ZjnmLpyD8zfuB8p5y+iWsmrFfGJxfsE4iHQyL0mIfdbD55ScmC1rVTIM0fVu+GOcapAI4vIOoP/TpM3TPKFSd4wFusE7BBo1KOav32kPuqXyhfSGNkG1XDI1DTb1aJ9HLOc4Cjbm+TjVeYM6ZHybz47OWlRjpj2U5F5fvBsOrQcPhORbOs2Yrbl4Cm0eGu6kl9w4Ut8PzfiFa2/U6CJFlnntUuBxnk+iZtFsRZo5Ee2+iuT0oyXPwCpkUxcvRePfpV6+9CttYrhrduqmb5XHh+zBH+s3JNmf7JdAk3vH1fg+0U70tjz+5ONUaVo7jT/PnbBdszfckh5satWLI+SrybSIskL5ahuCbuW5NMNS+fDWIsRNHLc99R1+1N9RXxp3CqMWbBNWWh+fK/7viDJiRfdv16CUwEJlft3qIRujdy9ZSvS+8YP18dDoBGBU4TOwPLNI/XRwGDR5wd/xGKMThVoZOzBkRdtKhTEJ11rxwKLp/uIVKBZt+c4rhsxK6zTNOUkxdFztigHR8g25uyZMygHGmTNlCEqrCVh7V0fz1eiiKsn5sGYh+spJ0Le8+kC+PHjnszzWVtP4vGxS6P+biIfVOXDqpzsJSd8scSeAAWa2DOPV48UaAzIyw9er1690KNHD9Su7e0XiFgLNIL+5vfnQPLQBBY50eGdO9MeCR2vSRLvfm/9cC4WbU2dVDdn1oxYOaCdadN+WrwTvX5YjmZl8+OLB/7b52+HQPP+tI14c2Kysj1JIjJEKJFImfvql8RttYuZttGuiodOpqDW4H8is757pD7qhbkgVE/Ikuvnv9gKhf7NhyQJrZu8MQ3ygihbp2QLlZuK7NeXffuBJVfWTFgxgMfau8mPVmyNtUCjlx/i7nol8Gqn6G59sMLHi9c4WaD5bfluPBWwNeaJlmXwXNu0CeXd5JfVu48rOUAuXbqMykVzxyVaLFKBRo2Eva12It68NfwcMurhBS/dWAEPR+EkJTm5SYSYhVsPo0LhXPj+0QaQdyEpjd+Yip1Hzlj6zXfTfRZsq8zzj+ftxshpm9Cz1bV4pk30tnepH65G3FkDHauHf6CDmzk7xXYKNE7xRPTtoEDzL+OzZ89i0KBBSEpKUv5FBJlOnTqBAk10b8I1e45Dktgu2HJIOfmnRbkCygt83uyZo9uxi1qXBLiSCDe4yNYbs8mUA0/LWjvoOmT79+tWpAKNKs4kZM6Irx6qi5rF8zqC7Bt/rcMHMzahTsmr8MNjDcKy6eEvF0GOApeTEOREhMDyxdyt6P/bapQrmBMTn0mdzyesTuJQWT2ZI7jrvu0romO1IkrocmCRk7+2Hz6t7GcXjizuJRBrgebPlXvQY8ySNMBuqFIYo+6u6V6QLrLcyQKNiDMi0jS5Nr9yGmGjMldjzEP1XEQ3tanfJG3HCz+vTPWPcoKh5CyLZYlUoJFtvCI0fd6tjvIuFm5J2nIYt380L2rbYLqOTsKM9QdQOn8O5Xf9qoT/3hOHTkzGqGkbEYv8N+FyiWZ9mefP/JyMKev2I9pby9T3PTP5iaI5Zj+3TYHGP96nQANAFWckQkZEmcBCgcY/k8GpI209fAY27j+ZxrxAocWM7Wq00qdda6N1hYLKJZEINCOnboQkBxZx5uuH6jnq6EU5+rPB61OVaJevHqyHJtdebQYR1uw+jhv+zTUzt09LJW9OcFGPmxx4UyV0ddGJTm2Gz8AGjftIHd+1BXKgYZmrFVbyEvzVvG1Xhi4JpiXyyqwgaAo2K8WMQKwFGomKlOdNcJGtjC/eUCFm4/ZzR04WaCr1n6hstfz1iUboOHKOctLf6oHmI0Kd5letE//yZM+EZS/HNjoxEoFmx+HTaDJ0mrJFac0r11lGLCdAyUlQdh/3LNu8Zbu35H/7uUcjJa9dYFF/u0W0kS1Wfikyz2/4YJESPTTj/1qgRL7sURu6muBbtq3L9nWW2BOgQBN75vHqkQINgHHjxmH79u3o2bNnGj8ECzTqf1erVk2zfrwcaUe/8djiZIfdXm9j1PSNGDohOdUww81BIxergspddYvj9VuqKO1ZFWjkS5V8sRJx5ssH68YlnNvI78Mnr8e7UzYoOW5kIWCmyFHhcmR4l7rF8dq/jIKvW7D5EO74eL4y9tl9Wrgm2ktYCJPAIl8iJUJm+c7U2wy1WD3atBRe4OLazG3kuDqxFmgEgCQP3X30zBUWsqD64bGGUV1AOA58HA1yqkCjPj/LF86FCT2bXLlPJj3TFGUL5owjMetdq4JTcAvL+7dV8rnEqkQi0Hw6azMG/7EWkZ6iKTlp7v88Sfm4IR85rBYR8A6dSkH+HFnwwriV+GXpLmW78Y/dG+om6VcTHLtxC7JVTrsPHEbDYfMiFtbM9H865SIqvjxBqRruB0Iz7bOOMQEKNMaMvFKDAg2AESNGYPz48Vd8mjt3bgwdOhSlSpVKtcWpcuXKyjYoibLxYj4aCjTOndbyciJfLy5cuqwk3bUSuaF+YZIoCNkeJcWKQOPUbU3B3pMomkZvTFVy4sjxrXKMa6iybu8JSHSMFKMkeGrSZa1tUM69i6Akm5avkMXzZsOddYujx78h+LIFbub6A0rkjGzvkhN4gotEXUn0FUv0CEii7YVbDuPSZaB68TyWTyELtjDWAo0cTy/H1GfJmB7F8maHbJcbemtV3F47MXrw2HIqAk4VaGRL8yezNuPJlmXQq205PDF2qZLU3a33hwgJtV/9G2dSLqbiL9uIZREbyxKJQCNbk2SL0sguNdG+auGIzFa3SslBBvIxKdzy8q+rlGT/gUUiY37q3hByUpNeGTYpGe9N3Ygu9YrjtU7/fITyepm2age6fb1C2V7+c4+GUR+u6lsr+f2ibpwPOqBA4wMn/ztE3ws06vamQNFFImp+//13DBs2TMEkSYK7deuGCRMmKMJM4DYoETW8Ui5cuICLFy8iS5bUoaNeGR/HATR5ayb2HT+HX7rXR8XCOSH3b7p06ZApk/5XvrV7T+CHxbuw59hZHDhxDit2HVe+1nzetRZqJKY9oclJnD+YsQVvT9mISoVzYVz30DkOnv5+Jf5ctRe31SyKV2+uGHIYwqLtiDmQpIXjH2+AsgVzOGnYurY8+e1yTFyzH693LI/OtbQXy0lbj+Ce0YvStNGxWmG82ZkJXqPl6OF/b8SHM1MfP9+lbjEMaB/5liCZ5+nTp0fGjP8k1Ix2ue7dudh88BT+r+21yrNi4Ph1uLteIvrfWD7aXbP9fwmI+C6/5eJ3JxV5bm49dBo/PlIXVYvlxv/mbcdrfyXj9lpFMbhj6Oeuk8Yhtsi2kke+XoqNB06lMe3BRiXwfLvoJWzVYnHq1CkkJOgLGHr8DpxMQaOhM5Q/L32phbLlLJIivzHyW1MyX3ZM6mkuelXtb9Ka/Xji2+Vpuh/YoQLuqhNa7Fm//yTaj5yHvNkzYUEffxy3/fnszXh90ibY9Vth5PeBf6zDmAU70Kt1GTza9Bqj6vx7FAjIB5fs2aO3lc0ukzNnZi7RSFhSoPk3OXCgQBO4ral06dKKQLNjxw4kJiYqok3evP8lQpUfRK+US5cuQf43Vi/xXuHmpnEM/GM9vl+yG082vwaPNSmhCHJSMmTQPhJTXtzaj0pKE1HxWscK6Fj1nzw2Ti4Sktvm3fk4euY8RtxWGa3La+ei2XTgFG76cKEylElP1kfRPFkNhzVq5la8P2Mraibmxlf31zCs74QKwmL3sbMY93BNlC2US9ekDh8kYfPB06n+/s6tldCmQn4nDMOTNrQcMU8RTwOLnIy29IXIk1GL+C5CrN48txPoF/N3YOjkTUjMmw0TnqiHNXtO4LZPFyuC8A8Pue94ejvZxLKt8+fPK7/l4nenFBFmbhyVpCR3nfXsP1/7l+08jrs/X4KyBRIw7tE6EZmacvES9h9PQe5sGa+c7hNRgyEuXrD1CHr+sFqJ0CydPwH31yuG1XtP4NtFu5Uk/Iv6NIlW17rtihBrZVEk7wTybtDs2nwYdac9kSftP0jCloOn8dYtFXF9JfMJh0fO2IoPZm5NM8ZnWpXCQw2LGzKV95Uth07j03uqocE1zji0wNDoCCr0+20tfl6+D/1vLIvba0b/ZKXxK/fh+V/W2nqvRDB8310qETTybLcyz2MNy4pYHGsbndyf7wUacY5scSpevPiVyBgRaAYOHIinnnpKEWNEoOnQoYMi0Eh0Tb9+/ZA1q/ECzsmO17KNW5zc5rHw7f177T489MUiVE/Mg18eb2S4xem7hTvw/E8r0nTUq21ZPNny2vANiMMVH8/cjNf+XBvy5CX1VJHOtYph2G3VTFkp0TMt3pqu5Nn44J5auL5yIVPXxavSkdMpqPHKZGXxsPiFpiG/wOw6egajZ2/Bqt3HITkjpEzp1Uw5PYMlOgQq9JuAM+dTb5OQnlYNbKfkCYqkxGqLk5w212zodCU595cP1EXTsv8IeuX7TcDZ8xeZtyASJ4Z5rRO3OKl5ToKPcS7Z5w9ldJKcViKurJRhk9ZDtt9eunxZufy2WsXwpslnebj9yfYb2YYjRU47GtmlxpWoEzWpv2zHqVUitgKB1S1OkjNGcsfYuc3spyU70ev75WGfeKjmygv2Sd8bK+KhJsYRG+/8vR5yXPiddRIxpHP4R4WHey/Es75sy370i4XYduSMsv0rFvebmkxaTlpd+rJ9yZhle9r4FXsUwVMikmX7deMy5g53iKcPYt03tzjFmnj8+qNAA2DRokUYMmTIlbwzIsLIv4kQI2HCItDIsduyvSnwb14TaSjQxG8ixqpnWQDKQlDKor6tkZDhkvKFVe9e/nTWFgz+Y00a8x5uWgovuSRhrCwMJRfNoZMpyou0JEEMLJsPnELLYdOVf5r+f81RMp/5EPG/Vu1F968XR5wQMRb+lxwz941OQu0SefBl1xqmQ2TVxMmSP0Re4FmiQ6DKgInKy2lgkaSY8//NFxVJr7ESaGRBJguzNhUL4pP7/stXpOa3YN6CSLwY3rVOFGgkL5HkJ/ro3lpoV+k/Qbvj+3OwfMdRWE3uunT7UXQalfbUsDc6V8UddezNeyQfLOTDhZTuzUrj+etTb9uTRLsiRD3Rsgyea1suPKdFWNuKQCPPHHn2SJHTjwKPro7QnCsJoOVZIM8EM+WtickYOW1jmqpyapDk3zMqku+q1bAZiMcpWka22fn3Pj+twLf/3ofSbqUiuTDmofrKuKNdag2erLxPTe3VHKXym39f0rPrf3O3YsBvq1P9WZJrJ73YClkyWRNso80gXu1ToIkX+dj3S4HmX+YivIwaNUr5r8CtTFrHbEvEzf79+z0XSUOBJvYTMB49dh2dpCSDffPWqmhf6eqQAk2PMUvw58o9acx8tVMV3F3PONw4HuPT6nP0nC145fc1SoLBac+l3pv+9HfLlBMibq5RFO/cUT1sk+/8eL6SwLlnq7LoUi/RsUdRq18m729QHL3blDYt0KzadQzt35utcJHk0jxqO+xbJOQFkmT0/s8XYuHWw2nqNSubXznePNISC4FmyfYjuGXUXMXUWb1bIPGq//bIv/HXOnwwY5OymJVFLUv0CThNoJGk7VUHTlIGvvqVdsopeGqRxZks0nq3K3clcXk4hL5J2o4Xfl6Z5pKuDUpiYMdK4TSVqu6cjQfx9uT1WL37OLJmyoBMGdJh/4l/tiHKb4X8ZgSX2RsP4p5PF6By0dwYH+OjiK0INPLbJ7+BDUrnUwQyO8tX87ah36+rTLOQExTlg4CUklcn4PyFSyicOyvurl8CnTRY69na7u2ZSN53Qnl2yjPUa2XZjqO4+f20guQzrcuiZ+voRzY/8tViTFq9V4k2lqhjvSIRPp/N3oItB04iV7ZMuLFK4TT1txw8hZ7fLsWKncfSNGNVsPWavwPHQ4HGy95NPTYKNP7xteFIeyuxEQAAIABJREFUKdAYIvJEBTU8W7bkDO9cUVegUU9EyJA+HS7KsTL/lgal8uGbR+x9kYsF2HqvTcG+42fx9h3Vr7zsbT10Cs3f/Cd6xurXoPX7TqDt2/+c/iRFEiw+0aIMujd31kJUPcHprc6VcUOl/KYFGhnT3Z8ugCxWeNS2vXeqnJ5172cLlAWgRG4Nv72aco/KFjP5Ei9FBMVQJ5eYsSgWAo16uodW5IC8zMtLfXBkjRnbWccaAacJNL8v340nv1mqbHuT7W+B5ddlu5VFmtX748fFO/HcD2kTy8qWGNkaY7WovxmB12fLnAFjH6qPGsXz6DYrRxFL/jOJUr06R+wOXbAi0KgfYfp3qIRujUpaRaV7Xe3Bf0O2Pn71YD00uVZ/y4oa4SkNDepYGXJCotUiJznJ+4tXoz5/W7YbT327NA2ejtWLYsSd4X9kCpfzRzM34/U/16JL3eJ47RbtnEVy4miTN6Yqh0sEFjmBNFOG9Fix8yhW7zqubIfVK0b3TLh2e6E+BRoveNHcGCjQmOPki1oUaHzhZuw6ckbZ8iNfMBe90FRToHlzYrKyn1++Gn71YF1IslJJYJovIXNM9jlHwxNjFmzDS+NWKV/25Qu/lF4/LMdPi3fipmpF8O5d1hL9jlmwHS+NS/v19q+eTVChcNpEvBIev+PIaeTJlgltKxZC8Xyxycbf4PUpysvSxKcaIjFPlrAEGvWrsNwz815oqXwNY4mMwJ5jZ9DlkwWQL4jlC+fCmAfrIV+O/049UI8jblg6H8ZG+GU72gKNOrdkS5ZsE5TnRmCRBZos1GT7hGyjYIk+AacJNCLAiBAz8KZKkEVaYNl++DSaDp1m+f7Ydug0mr05LQ3Uz7rWQasK5hPUBjYgoqmIjsGlWrE8+PWJ0CcTSZ43yfdmFGFg911gRaBRc19FKzpSzQEn+VEkT4pWWbTtiBJ1JNuR5eh1OYI9kqLeD/I7taJ/20iacuS1U9ftxwP/++dQg8Byb/0SGHRz9E9aHDFlgxJZJs/5VuUL4J76JZQIrMAyZv42vPTLP3maQpXyhXIiQ/r0WL07bQTNwr6tkT+GAqeRrU74OwUaJ3ghNjZQoIkNZ1f0QoHGFW6yxUiJ+JDIj9H3VocsAANz0KiRM5KsUUKE65S8ypY+ndCICFMiUElugkZlrkbjN6YqZk1+thmuLWAtAW6fn1fi26TtaYbXrlJB1CxxlXLCh4hCEiEhL6GBW1nkBWdcj4aaQo6dvNQEwSKwLHmpuXJ6V7jHNKoREla3Idg5Hre3JXNPopLk2HqZX//rVifN0bay9UmSUMuWipFdaqJ91cKWhx1Ngebo6fNo+uY0yBaWUHbKXJNjiWf2boHiAdufLA+KF4Yk4DSBRs2xNOf5liiaN1sa2yWBuTynZj/fEsU0/m7kbslbIvlL0qdLh8vyP5eB9++uqWyrsFJW7jqGDv9u7Qy8PpTQoNb7ev429P1llZLvTPKexaqEK9BMXrMPD3+5CGZEJ6tjkAiJRkOmQp4T3z/aAHWvSf0+IULYbR/OVSKORLgTAc+Ocv2IWVi75zhG318HLcuHJ9JJxLBsz5HoYREQnFbEvsr9J6ZJKv/lg3XR9Nrobumat/kQ7vp4fiokwum5duWUAxNW7DiG5TuP6iIrkicrHmpSSsknVLVYHmTJmF6pG7ydvm3Fgvg4II+Z03wQL3so0MSLfOz7pUATe+aO7ZECjWNdY7thak6I++ol4sXry14RaLwszgjEHxbtwP/9uAJZMqVXTsaRRHdWw+pVp8iLuLyQWy2PNC2FF6OccHla8n50+3wh6pfKhy+61rAk0EguInmJkiiPxX0ZBWHV35LQVE5NOXbmvPJ1f9Tdta68pAa3OX7FbjwxdqmS92fqc81S5e0Ip/9oCjTq/V+vVD5IEmC9op6UNuLOGuhYPfrHwYbDx4t1nSTQJG05DEkULYvdCU9rHxuvRp1YFSPfmpQMybMlSYGL5c2ubHEpkiebskVQXQSG42dZBFfqP1GJ6ggsZp7XslBtOGSqctT3ygHtwuk2orrhCjSyLUy2hz1/XfmobslVIy6Ct7dt3H8St304TxHmOtcshmG3mztB0QykUdM2YujEZCXnidmTGaXdP1bswQvjViqCsxT5uCLbomvrnMglEZDnzl9Eqfw5lEjjWBT1hCzZTl2jWE4UyJ1dEQPDFaKs2PrGhHX4YPomw0sl8uXAyX/yNQWWnq2uxTNtympef/LcBcizQqKD5D1jbp9WluauoXEurkCBxsXOC9N0CjRhAvNydQo0XvZu6rFJFIe8GCXmzYbJPRsqAo3XxRkhoO6dDqRRsUgu/PlUE8vOVxfRwQ30a18RkmNEoiXkRVRe5LSKJD+UF8BoFvUFWRYXvVqVsiTQiH0S0SHjeK1TFXRxUZLoaLI1avvLeVuVU18OnkxRFmzbD51GysVLphcO6sk3ZhaGerZES6AJ3AYy8ZmmypG6ekU9qeP+hiUxwKav5Ebs/fx3Jwk0r/25FrLVRY7OlQg8rSJbamVr7YONr4E8O8MtkshcEpp/cE8tZaHaath0JWLr2TZl8VSr8BOnBp7up9oiUWzv3FEDGTOkMzSvzfAZ2LD/JH7s3lB3cW/YSJgVwhVoJGmzCBF25LkKZapEzzQcMkWJklFPY5Ljmm/5YK4SRdi2UiF8fG+tMEcburq6bU4+xKwaaF4kazJ0GsS2wCLRtmMeqpfq3+TeenzMkivRIiICyn0r232iWfYeP4vWw2ZAxAzZ+lo5fyYkJCQgQ4bYnHakJvQOHuO1BXPgxipFUC0xN6on5oEcwz3kr3X4cMZ/Yo5Ei37erY7ycSxUUU/9e7VTZdxdL7o8o+mraLRNgSYaVJ3ZJgUaZ/olLlZRoIkL9rh1WuHlCTiTchEdqhRCyiVg4uq98OK2pkDAnT+Yi8XbjqRhHu7x2sENyEuIfNU6cuo8SuTLDklOeX3l1KH1kmRXtrUEl8ealUafoKNa7b4pJIxdwtnfu6sG2pbPZ1mgkWM95XhP2a4lzFhCE5DT0uTUtOASztfiwIXipGeaomwIEUTPmmgJNHJqk5zeJMlFJcloqCKndNw0crYS2i6LNJboEnCSQKMKu5KDRLYIaZW5mw6hyyfzUbN4XvzcQztXiR4xZavgq38rf5bFuCwA1e07snCe0bsFJD9SOEVOyZHTciTRbP8OFZV8G7KVw2xRc0jF4rjtWRsO4PtFO7Hz0EkUy5cDt9cuhiYGW11U3rK1V7b4Rru8/OsqyAEFkhemZL7skDwxEkWoRHU+UDcqkRKyRU22qn3atTZaVzA+5ls+qNQcNFkTRYGcWXC1/G8O+d/MWLvnhLKFKrBI8tuVA9qmycFlJ1v1FE75QCIfSmI9z8cu2I4XNXLu6Z24tPfYWew8cho5smYyvV1MjfiVd6kZ//f/7Z0HlBTV0seLnHPOYckgOUrOoPIpD/WZFbOIoKIEBSQKoiiggmBOmOWpJMk5LjnnsJIWkJzTd+riXXt6e2a6Zzrcnv3XOe+ch9t9b91fdc9M/7tu1c16gbCbBCDQpJwrAQJNyol12JVCoAmLKGYOeOP3TfTlkr3JflxMfKpeTNWc0Qes3agFYm+53oIV9LU74LIbkhyXf9Dx3GUirH9j1j9+eOGHGBZVCmVNG7FAw/PJziZjH6xJt0VY38Gs334/jlPsOdVeb0PuqmLpTatMK+f6DVzHwarZKdBwwej4vX/TxoOnadbmI6Kw67xXmpkqHF2+7zS6dPU6bR3cztGHGKt8YvF4tx/cgjHkjDsWaPiN+pr+wbdGcq2Syv3/FMPsHX67pZDILk76bXbyYbZDtcJCnDZrMtOSRZ1ZPZqGfeNvNK4U5J1ut63vIih9CSfmyt8AnF3EWUZO290fLRWfG1rLly2D+E7Stly30w8ZR7NZqpzhwx24orEp3RpT5cLJmwNEM6Y8lzMxe/2yXmzdm/lyE8HNi/v86a/jacamI0lL4qwh/k6z0+RvtUi3PNrpi0pjQaBRKRrO+gKBxlm+vhodAo2vwhWVs+X6TqPLV68HjMFviFa83iqqcVU/+aUf1tKkNQcC3OS3ovzWNZOu84xTa+FOJhv+OkmfLNojpljSu4X4weWUcZHZukNniQdo7mhx6dKlqASaTxbuFi2gnX7wcIqHm+PKrR36OXmLD2/1MWsXrlyj5m/PI05vH/Xf6nRXjSJmTxXH2SXQfL54Lw38Y1PA3EZtk4M5x9sqeXulUbFQSwvCwWEJePHgZuTUp4v20ODJm01t6ZMPZb8935CqFQvexlo/D281mbLhkMhE5IxEaVIc4n+Hyt7Rjrfr6FlqOXK++E/cDpyv70jNjXbbHy/cTZytk4xJ8zL0qsF2svOXr9KqfSdFy/OT5y/T5Bcaic9yJ02b4aSdp3S+LDSnh3OZmEkdKzOkpU0mtjlxBg0XM2ehRmv8Wf1M0zhKPHOREk9fEi87uCg11xrS26yXmzrywoW7/rUauUC0pebtVrztis2r+3zv8XMiY7hgjoxUKIe17DQz1xr/TuPfa279zuD1cFYXi161Sxpn+Znx2+ljINA4TVid8SHQqBMLzz2BQON5CFxxgNOKqw2ckWwuLjhn5keMK046NMmOI2fp2W9X0a7Es0kz9O9QiR5vWMqhGYMP+/TXq2jGpsOio0Hf2ys6Nj+3e+UCnLJdc7QCDf9AbDBsjqhd8M2T9ajRPz8UHVuAjwdmMY7bC+stEoFCFmnmFPv5/NY5zD5+7Zx2CTSt31tAO44EZqBxYcxtg9tTKhO7P6RgpX+Q9nGIlXXdqwc3PRBZQ8lMxl2fXzfQdyv2ixpFVgRM7mjDNTm4ALG+647MPqtYKLvIVgxnvA2Pt+PdU7sYvX131XCHh/y73FrK4/B4TpisL2Y0Nn9W1CuVW7RA5uy7I6cvUZdvV9GZi1eTDrfKOpI1cL0W2TFRe36RnJloce8WkQxp+pw7P1xM6xJOiho3XOsmmHFmH9c+4WM5K5B948+2W+PyUo82yTOMxs7bRSOmbw0YjsWKZX1amvbNyoHyPpJbm+S5qtznVtZi9lj+ncHClNO/M/S1criezueP1Y2om5zZtUV6HASaSMn57zwINP6LmWMeQ6BxDK1yA9caMlN0MNJapULZaaqJH7DKLSYCh7iYJP8gi8uXlXJmThfBCNGfEr/vBN09bol4Y7Pi9ZaWHritzD5q1nYaNWuHeLPMD8bRCjQ897szt9OY2Tuocdm89PUTgcUTrfiWEo6VxUJ5rVxclOPwShvjQqnheHCbdt5iZLXQrl0CTfVBM0S7XL1xVy/uuhHOpm88TM9+s4raVi5I420uChpu7pT2dxUe3FgI4PbabCz+hxMVf4xPoJ4/rxcZYpwpZsZkhyh+i7/U4OFYm302vFNVuq9OcKFk3PxdxB0Oo9napPX52+X76PVJ3G67kGhB74RNXn+Iuk5cbWrotKlT0dXrNwKOzZEpHa17o42p86M5yOg3hxufAzLj8/+qFaYxIba5ceegOVsTqXjuzDSpS0NTn2dc2Hr2lkSRWcMiFGfhLujZnHjrlp0mr6NCOTLRrB43tzZJU+E+t3Ot2rF4Gz5vxeOXQCzSOGGymLR+7McalqQBYeqqOeFPuDEh0IQjFDt/h0ATO7GMeiUQaKJG6JsBPlm4h4ZM2Rzg77v3Vqf/1LS2dcI3C1bUUVmIkjNoOJPGCZM/PD98sCbdfkshWwQaTgXnNrLcgtbJPfeheLDA9sXiPbTr6DlRI4JbVsu0byc4RjImv9WvPWSW4PTDMw1ENxcrhUb1c2q3bHDnMe5AZsbsEmjaj16YrDAmFxbfPKidGTdIbrfjN/vxfWN7O6UpIA4epMKDm+xwZ1bI5a5HLGhaKQ4qM2QeqFuc3vzPLYZE/1h3UGzp4cyIhT2bGwpFdm5tkk7w23/OAnC63Xa7UQtp6+F/C9Zyy+V37qlKq/efpOW7j9OKvX/T0l3Hg15tLGw5sU1FO+Gvq/+ifr9tonOXbmbvcN01Fkz4xZCTJmPAosbq/q0NixGzKMjiIF8fLM7w9WfV5Pes2Xo3Zsdn4YfvCRYajTJJVLjPza7F6nG85luHzRFt2J3airdoxzF66NPkzRsalc1L3yj48gkCjdWryL/HQ6Dxb+xs9xwCje1IlR6Qi+Wu2XOUUqdOTXXj8lGpvFmU9jcWneO6CVw/gd+MLe3jTKp3jUEzxQ8c7obAPzztyKDhWMgik06+HQ4Vc9mKU3vMx4/UptaVwnfrcOta+mbZPur7v42kL14azfzcipjf3LIoxfdsXP6s9FTj0iELU9ol0PD2E96GojWrRUZl2jo/KBfLbf1BKBp2KelcFR7ceHsfb/Ozso2UCwXzNkouKMyFhcNZu9ELaeuh0yIjizMygpmsf/R4o1LU36CNt+z4Y8fWJq0Prd6dTzsTz9JPzzZwrAB/07fnivoZL7coSXfUKElc28XIeJsRP/DrbcOAtkJEctquXrtB2xPPULrUqYm3kbhlstuc0TY7mQ3K2S8co0jr8XBrbm7Rzfb90/VFdyo7TF6399ctTsMMBEgV7nM71hlsDM7+5SxgfrnEL5nstgXbj9EjnyUXaLgBAl8vqhkEGtUi4pw/EGicY+u7kSHQ+C5kUTt84cIFSpUqFWXMaH+Rt6idSwEDXL9xQ7wh4uKvHzxQg/jNp51m9AbXLoHmyOmL4u0w/2CoWjQnVS6SnZ5uUlq04HbaZMtm/Tzh0tid9ks/ftv3FtC2I2do9H016M7q9sRWtjrXzsVvv7mWQ+oghWDsEmiuXb9BVQb8SRcuXxOxblY+v6htZMV4OwZvy7CTiZX5U8qxXj+48bXCtc44i8yKGCc73Zlpjcyfm/XfnC2y0sIVeucMmTbvLRDhn92jacDnFHda445rBbJnFH9j8dMu4wLJXCi5S/My1NOgaG+083CGzH8nLCMu8j+9Sy3KnSt4gVOjejVOPfhGuy47z5eFqvVrlV2ReOvXV0/Us/xZpvdRigm8dZq7aEWTLcljf7Z4Dw36Y7PYcjf7laaG3a68vs/tjJPRWFwzkTtHclML3j5WNJd9DRU2HTxNT3yxUvz+ShbL+6rTXdXVyyiHQOP0FafO+BBo1ImF555AoPE8BK47AIHGdeTJJpT7rKsXy0n/e76hrQ7N3HyEuFCldouBXQKNbG2rdZh/mPIDjtO2cMcxeljxtGQuNskFKsO1F7bKqtt3a+j3dQeTnTbxKX7AuNnZQ292CTRLdh2nBz5eJh5uuT1uJPbZoj00aPJmy3V0IpkrJZ/j9YObrA1TNn9Wmvmy+c8EmdHwQosy1CNMrSb5gC0LoIeLNz/s8kOvtvMYZ7dwlgtbtF2bjOaX7ba59TJvB7Xbevy0jn5Z9Re91LocPVIzL+UKIdDw3FzPZMnO43Tl+nWqWiQndW1Rxm6XlBuPXybwQ36GtKlp7RttRK0Y+d3Iztr5cqTJiLnEdU1ev72iyGy0aiwarN5/go6duURcE4mFCa7zxt/hRub1fW51fZEcL+/bB+uVoKEd7WnnLbNb2Z9aJXIRFxH/fe1BOn3xCnVtXoZecUBMjWTt+nMg0NhB0R9jQKDxR5xc8RICjSuYlZoEAo334eB91vwWmN8UmW0Fa9brkTO20ftzdga8vbVLoOFir1z0VW92r8Fordp6Edq/c6cS7pCkgsm6Bs80KU19brOvS5fsDKNf40P1S9CQu4x/vNol0Az4fRN9sWQvRbMmKVxVK5qTfutqryCpQtxV8cHrB7dhU7fQ+AW7k4qTm+Uyd1sidf58pakC5M99s4qmbTxMr91WUWR0hTMuWtzsnbmiQD5ncNUpmYue+2Y1rfvrJN1buxiNiLJrU7D5Zbvtla+3srWALGcn1Ro8UxS8X9K7BWW6cTGsQBOOUaz+/e6PllD83hP0YP0SVL5ANuKOclwbzO4uVvO3H6VHP1shRCAWsTkry6wZbSGtWjQH/d61UdAhvL7Pza4tmuNkJjCPYbYgfaj5XvlpHfELJjbZPIH/v/x+c7ImYDQc+FwINNES9M/5EGj8EyvHPYVA4zhi5SaAQKNGSGRdkfZVCtK4h2rZ5tQjn62gBduPijF5bDa7BBrOYOFMFr053RKT55Nvzo1AvdiqHL3YqqxtDCMZiAth1vqnODD/SLdz25cU3Yz84uK7zzWLI65XwMV7pdkl0Mj6MdGKcCV7TxGubRvS3rBoZyTMcU4gAa8f3FqMnEe7j54TgikLp2aNC5DXHDxTFPLlzk+hTAofnKHDmTpmjAuLD/gjsEA+11/hQrl2bm3S+uJUu+2Jy/fTa5M2UOOy+ejrJ+rSiRMnINAYXARcn4fbp/NLEK091zSOerWvYOaysXTM01+vohmbDlOHaoXp/RCdo/SD8ha87UfOBPzncF22vL7PLYGJ4uAeP66jX1b/Rc83L0OvRpjdwnWCnvwyXmw75u/HkfdWT/pdpP1dodpWaS02CDRRXEQ+OxUCjc8C5qS7EGicpKvm2BBo1IjL0TOXqM7QWcKZRb1a2LbPWrZFXtyrBRX5Z++2XQKNrK2gJ8hbnHirk1O2cMdRevjTFWJ4FmN4Tzo/zF25eo26fb9W/PdQHV2c8ks7rty2ZnbrhRWf+K05/8hctvvfrizcwWrzwTPEbxrZ+IGTu4I92qCkqH+xZt9xSp82DTUul486NyxlZbqkY7k1/R3vLxKdTlb3ax3RGPIkWbTTycKpUTkYAyd7+eAmW9dmz5SO1kfQwlkWvQ0lvHBXovs/XiYyFJa/1tJ0xLhoN29v0BpnO2wY2Ja4FokTJtsk213vhUUHrsclt+hAoDGOHmfLTFiwO9kfeUsxby222w6evCC6HLJNfKq+6do2ld/4M6nLldYnboPOQo2ReXmf280t1Hiywxt/ty3r09KwE5v2fK7v1/uXDTRryxGRYcYNEvYcPSe6YXErda5xVa5AtoAp5XccdxibZWFbppscINC4SdvbuSDQeMtfqdkh0CgVDlecgUDjCmZTk8gtMY83LCW6nkRr8kei/oHaLoEm8fQleuLLlbThwKkAVxuVySvagTph3K2l07ilosuLUaYM10h58suVdP7yNce6PphZlywOLFubmznH6jG7j52jsxevUrHcmZK63fAbxg/m7CRux83GRSq5WKvWrHZdkufK2iDBuolY8X/olC308cLdpremWBkbx94k4OWDmyzKGmnL4Zd/XEu/rj4gthzx1iMjGz5tK300fxdZrUshuzXpx5zavbFjLZ+daLfNmRaccZEzczpa27+NWA4EGuO7v8u3q2nqhkPJ/mjU1cmuzw/utMeZsdxRa06P8PW6uE5Ok7fn0aUr1wJcYPFwy+B2Qd3y8j63i5XZcfjFBAsuZur7yO1K+rFbVMgv2rsHy5aT2Z1bB7ejjOn+zUI166PTx0GgcZqwOuNDoFEnFp57AoHG8xC47gAEGteRB51QFqvk1Ft+Q8Rvn6Mxrs3ANRq0BTF5PLsEGukbFzXkLT1p06QSmR28RcHurVo817Gzl+iOMYtExwXuiMQ1JIxsbcJJ4k4w7FODuDz0ySO1w75ti4az/tw1+09Sx7GLbck0idQv7pL07sxtYouJ3iIt5Nxu1ALaevgMffZYHeIfudEYPyzxQ1O7KgXpIxu39EXjU6yd68WD28q9fwthZfqmw3Ti3GXq2a48dWlmvQjtV0v3Uf/fNoqtekathTlWUgT9+JHa1LpSAdPhk9lb+hO4647+jbrpQU0cKNttW93yFWzogX9sos8X7yWtoA+BxpjW65M2iuLIerOS3WIixMkOkZlgvI2Kt1MFM84K7f79WvHdqTeurcQ1loKZF/d5JCzsOCd+3wm6e9wSU1lznMHEL6n0Fi5D+bYxC2nzwdM0qUtDqlHc/uyqaDlAoImWoH/Oh0Djn1g57ikEGscRKzcBBBq1QvLY5yto3rajtmQWcNtYbh+r74Zit0CjJcgP8Pd8tIS4GKcdmRZybM6YuXvcUtpy6LTouMA1UEIZZ9o88Mly8YOXu6d89Xg9OnLmIvEGBu7W4KTJAoROtdU16/uhU9wGfXayw61uCeEBeO9+4xFzRZvXTYNC1wUx45/0LV+2DMSFU2H2E3D7wY3rOrBoorUM6dLQ3B5NqXBOa61x5VYDvlendU/e+Uh7bW8e1C6g3lI4ku/N2k6jZ+0IOCxS0TLcXNq/y6yxaGpoaMerMWgmnTh/mf58qYkoessGgcY4Ikt3H6f7JywL+OMtRXLQHy8EL75rJbbBjpXdBjkTY+4rzahQjuQFg2VmIo/BL1M61SwihHDeolO1aE6RCRrK3L7P7eASzRgtR84nbhLAbeXj8mcVGXacqce/OTi75s9Nh2n+tqNiK5ORcatu3uIUzF79eT39FJ9Ag++sQg83KBGNq6bOvXGD6MN5O4UoxF3GGpXNS51qFg16LgQaU1hj4iAINDERRnsWAYHGHo5+GgUCjVrRki1Z+cfHiigfXGUR3wkP16I2lW8WCGZzUqDh8blFKP8Y5n3fdj2MyGLHxXJnpt+7Nkza0hMqenuPnxN+8MOcdqsPCxQj76kmfgjZbfwjsfaQm11Vwv0QtHtuo/HkQ5z2b9qW62Z9+GThbhoyZQvddksh4m0Bdhi3veW0fm19JDvGxRg3Cbj94DZu3i56a/rWZPi5sxh3GLNqcqsBC4IsDGpt4or99NqvGyjS7ZTDpm2lmZsP04XL16hykRz0YsuyVKVIDqsuWjp+0c5j9NAny4VAbCQ6WRmMM+S6TlxN+g4/EGiCU1y174Qo3MuFgkvmzSKuSaeKQmu9kNur9FmlnBHKf+N29Gxc+Ja/L62a2/e5Vf/sPF5u69OPWaVIdtp44HTAf+a6dJxFqzWuV8cZNKGMs9I4O+2+OsVoeKeqEbvPtaE4a+uvExdENu1d1QtTy4rJM/3kti3tRP3uqERPNDKuFQeBJuKQ+O5ECDS+C5lzDkOLxcIJAAAgAElEQVSgcY6tqiNDoFEvMu1HLxSZIrxPmrsJRGqyQDB3J9G+uXNaoGF/Z29JFPVp2LieDqfhR2q9f1lP369MEIVvud1oqbxZTA/F4kzTEXPp8rXrAedw6jKnMNtt8sddJCKI3b7weN8u30+vT9oQMDSLU51qBX9DZ+THveOXigeJUf+tTnfVKGKLq/LBRRY4tWVQhQbhLBB+i8sdvDhTyG1z+8FtxPStNHbermTL7N2+gmhla9V4KwNvafj+6fpUv3SegNNlV6RQDzJW53Pj+PJ9pwnxlsV3FuEjNS6SzttihnasImrwSINAEylR587j+kPN3p5Pl65eE/VoCmbPKDqOTdlwWGzb5c+GDx+oaanTmdZbt+9z50iFH/mrpXup/2+bDA/k7JOGZfKKjmb88iVPlvTE2axztiaK4znL7LXbK1LTcvlCTsTfc/x9F669eahBjp+7TM3eniuyerTG2zGL5cpEx85dJq7hxy+RxswOzObj47lwNRewNjIINOGvk1g5AgJNrETShnVAoLEBos+GgECjXsAmrTlAL/2wVrzRnRxhCrbckmLUcccNgYapci0KLvbJNvLeaiHTdvVRWJdwkq5cu0ELdx5N2o7w3VP1RU0ZK8YPQ/xQpDfu1rLzzdusDGXqWNkmleuqcH0VFez42cu0bt9Rmhh/gGZtOUp3VC0sur6YtZPnrxCLfWzckSfa2khyXpmVY1dRbLPrcfo4fmPKAgKLrNJeaVOeuraw/nY8Gl/NPLhxJ7CZm4/Q6YtXqXTeLPRIgxIR12v6MT6BuNC53sY9VCugla3ZNcktQb3aVRCt47VWod90unjlGjndMc6sr2aPs6Pdtiz+zg+kq/u3DsgugkBjNhLuHiezBfWzsqDAbbj5ezpSM3OfRzq2audxYXn+XNBbqLbY/Bvg8tXr4gWPGeOsG+6mxbZ3+O1mTkl2zP/WHKAXf7j52ycS45dQvCXOyCDQRELUn+dAoPFn3BzxGgKNI1iVHhQCjZrhqf/mbFEMN9KCklM2HKLnv10tirlyUVetuSXQ8Jwyo4T//4AOlSlH5nSULk1qqlsyN+XPnvwNMgszz09cLdKCtfbOPdXobotZH/L8Mq9PpavXAjsZ8d9Y7OF23B2iyFLS+sgp9J3GLRFvRFWrq3L+/Hk6fv4qNX5noXA5VPti/R0hH7ztzgrirXBcsDXU20I1787QXvX730b6WtfGmc/ga8KtTBruZrbtwHHKkz0LNa9QwPDhZP72o/ToZzfb1UuLJhayOLZ2vDaVC9CEh2tHFEZZSJoLAPObZ2m8tgc+XkZFcmUS2+P8ZBOX76fXJm2IqsPc6Nk76L2Z2+k/NYvQu/dWD1g+BBr1roZth89Q21GBtZnYS96uu7Bn86gdTkkCzYLtR4m3O+uNGwZw4wC7rPk780QnxOndG1OFCGrWGWWuSt+4HleB7BkoX7aMIsvn+5X7ievQaK1VxQKiDbiRQaCxK8rqjwOBRv0YueYhBBrXUCszEQQaZUIR4MiEBbvpzalbRO0YriFj1WQL2u4ty9JLrcsFnO6mQMMTc6tRbjmqNa4Jw92Vmuu6Ack3zNpj06dNTduHtLeKIOn47t+vod/WHgx6Pr+95KJ8D9QrLlKSJ/K+8ZMXKG+WDHRnjcLUvLy5jkWyNTBnSnDGhErGAk2aNGnorRm76LPFeyzVkpF75AfdWUVkWNhpss7ItiHtRYHEWLB7PlpK3M1Ibz8924DqlMzt+BI5+46z8KTlzZqBvnuqHpX9p5AsF85OOHGehk3dSpxBo7efn21AtS36ydksnD22/+/zQjjgWkX5s2UU2wQiNVkImP2P7/tvIWmZWcMFPLmQp59MttuOpth2w7fm0IETF+iHp+tTPd3WLwg06l0N/NLhzg8XJ3OsWrGc9FuQbSxWVpGSBBrm8sbvm+jLJXuTEPGLG36BY6fxyy1+yRXJdmD2Q4rIep8G/F9leuzWkgH/mRs5cEMHaTkypaMJj9SmeqWMvysg0NgZabXHgkCjdnxc9Q4Cjau4lZgMAo0SYUjmxNlLV4kLvF65dp24A0SlQtmpe6uyYfdPy4G4zTQXHOa3MPw2RmtuCzRc/4W3GenfEvEbxAal81DimYuUeOaS2JPNe/KNLJqCu9eu36Dh07fSyj1/U6pUqah+6dyi5ekP8QnE7Xx5O5g0bTFh+d+4YxR3jgplXHiy2sCb24BULHorBZqzV1LRrcNnizoY019sQhUK3uz+EszOX75GlfpPF3/W1zKy486568PFxG3RzTC2Yz43xuj8+Uqau+1m3QOt8XZFpwvRcsv728fczJLSGnctyZw+DSX8fYG4I1ooM/rMCMdt8OTN9OmiPaK2Bmdn2WV1h84Snw1LerdI6gTV+t35tCPxrC3t3u3y08o4chtkJIKdLDRcIk9mmv9q8uwLCDRWIuHOsacvXqGqA25+N2jNri6HKU2gYYa87ZZ/N/DLFRZw7TZZ8Dya7bcv/biWJq3+Vyjn7WzfPlnP0NW9x87R9iNniV9G1SmVK1lRdO1JEGjsjra640GgCRMb/sLr0aMHdenShWrXjixVV93wB3oGgcYvkbLPTwg09rG0c6Qxc3bQuzO2BwzJP0Z4mwSLCOGs6sAZdPrCFcNilG4LNPuOn6emb88N53LIvzu5PYQLGn+zbJ/hQzU7ZaYTldzK1ax8Pvqic92o1urEyVKgyZAhAw2buoXGL9gt6oJwfZBQNn3jYXr2m1WiVfmUbsnbHUfr66DJm+mzRXuo7+0V6cnGpaMdTonz5TYWrTN2bWcIt0BuM8sZT8GMMzcK58wotgdxhgpvv9Db1O6NhSBs1jhbiLOG2LhtMbcvtsue+2YVTdt4mD54oCbdUbUQyforPP6Wwe0oU7o0dk3l2jgyA6hL8zLUs621TLuuE9fQ5PUHxXl8vt4g0LgWRksTfbJoDw2ZvDnpHP485Tpl/LkQraVEgSZaZuHO5wLcXIi7bqncYpt5JCYbJZQtkJVG/beG+A61wyDQ2EHRH2NAoNHFKT4+nvr06UPDhg0TggwEGn9cyPAyMgIQaCLj5vRZMgNGPw93HuIORKGMOwM0e3ueeLOk3Rogz3FboDlx/rLIBtIbd7N4sXU5yps1PeXLmkH4+9OqBBo1K7CrQZNy+eirx50XPbibwrszA0Ux9rl2yVz0zRP1RCZTMGs5cj7tOnpW1MrgmhmqmVag4S0utw6fI4qsTu3WmCqF+OEot23xNjneLme3yXbBZsQiu+d2arwfViZQr1/Wi+uFawwcOHmByuTPSrNszCwJ5jt3PeLuR3prU6kAvX1PNeL0eWl8vT748XJR60prVrrHcZcqzgjhLLRuLcvSy7rtlNEylls9ueUsd2zitrWvT9pIbn0mROu/0fly+0P+7BkFr1YV85vKAtAW617+WksqkD1jsuEh0DgRMXvG5EyaPUfPic+F8mEyF63MCIHGCi1zx/J3ZM3BM0Umy6ZBbc2dpDtKCrF2b3mGQBNROHx5EgQaTdikOMP/CQKNL69nOG2RAAQai8BcOvz+j5fR0l3J60OY2Qryx7qD9MJ3a8TWJqNCc24LNIys2/dr6HddHZg3OlSizgbtt7lTw4Ltx+jytWtUtUhO8eBntgNDNOFZuOMYPfzpcsMhuCXuc83KUOeGgfvH+WDZlpOP4fa5KppWoGH/3pmxjT6Ys1OISdoCrHrfZSZWpMUSw7GQGRFm2XHxRa4/wLU8uMYJ1w3ih3dVjLeONRkxl46cvii6szBfFsP4Bz//266C1KHWW2vITOLOXVr7+ol6xEWe9cYCy/xtR4m3VG48cJq+WLJH1AL6tUtDU298+/+2UWwT5K1yvGXObpPZOTWL56Jfu9xKT3y5kvjN9BsdKhvei3bP78R4XJiZCzRLy5U5PXHdn7j8WUNO98WSvTTg902Ghd/liRBonIiY2mNCoHEmPnJ7JW8l5C2FVq396IWik18k3SdDzQWBxmok/Hs8BJp/Yrd7924aM2YMdevWjYYMGZK0pUmfQSP/Xa1aNerevbt/I2/gObY4xVQ4TS0GAo0pTK4f9M6f2+gDXWFd3p/MbY5DZXKwo/LNTbCsBy8EGvaLH6y5Rka6tKmpYVweUUhUNXv5x3X06+q/ktyKy5eVzlzk/e43a+NwB4aXWpWle2oXE/9evudvGjNrBy3edYxebFWWXmwVWJBZlfXpBRre/tZg+BzilqLBaqPIN/1Fc2WiRQ52y6kzdBYd1dUZMeLGtWq4Zo3egokPXrCXtQu41gxzZeOizIP+2Cx+5BvVDbHTTy76e9+EZcRt5FtXzEvFcmcVhcbNFv199ef19FN8AhXKkVFsaQvV/lfOxf5P696YKlrYFmV2zSx4cf0qNt7SVH3gDFE/iVvQcitav5mWmdb3Z5vGUe/2FUIup+17C2jbkTNia0y7KgUNj4VA47crInp/IdBEz9BohMe/WElztiYmba+0MovMwOFzIm3VHWw+CDRWIuHvYyHQEBGLMyzK9O3bl3LlyhVQc0Yr0FSpUoUGDx5MHTt2jMl6NBBo/H0zR+I9BJpIqLlzDncf+n3dwaTiutkyphPFMsNlk/ADGj8IfN65jmEHIq8EGneoRT/LjiNn6fDpC8RvtmVRV357zZ2oWEhgK5wjE3H2AW/fktaleRz1bBv6ISt67yIbQS/Q8CijZm0X28mMWrHz3/ltPa9bbi+JbObwZ3GNG65188EDNeiOqsFbpXIRWi5Gq7dgxTZZVNt99KyoU8IdU5w23oLS6K05IhtF/9a0/puzxVai4Z2q0n11bop7ThhvbeQtjr3aV6AHa+SjLFmyiO5dVqzj2MXELbND1V/g4tGt3p0vasLwNh3OcnPKOry/iDYcOEWvti0vOsJxwWMuGu5H425y/LmuNxZcWHgJZrx+5sCC2ep+rYMeB4HGj1dFdD5DoImOX7CzR87YRu/P2UnPNYujXu2sfa9P3XCIuny7mkIVBo7Uawg0kZLz33kpXqDhL7SBAweKzJnSpUsnqzkjBZrOnTvT9OnThTDDAo20c+fO+S/qQTy+fv068f/Spk0bM2vCQkITuHbtmjjA6o94cHWHwPUbN+jClevU9YcNtGLvSbqnZmEacHvoLI06by0kfoBa+PKthm/AOeb8JY/73HoMf1p9kMYt2EdH/hFq9COs6NWYsqS39kBs3QvrZ1y9elV0sNLe5+cuX6OWo5bSmUtX6ccna1HlQoEdnVqOXkqHT1+iLx+tTrXD1D2y7tG/Z3y2NIFGztpFj9QrSr3aJC98Ko8cOn0HTVz5b1cM7ZzZMqSluiVzUp2SOaleiZw0f+ffNGrO7qRDSufNTGPurUKlIkhVN7u2t2fuoi+WJVDDuNw04YGqAaf9suYQ9Z+8jfJlTU/zXrrV7JCWjnt/3h76aCFvN8pKvzxVm65cuSLucY67Ffv7/BW6e0K8uMbvq1WY+t2W/PNmwJTtxPdCpULZ6KcnQxeatjK30bFDpu2g7+IPiPuKr9kH6xSh19o5JwhF62+o85fuOUFPfrPO8JC7axaiZxuVENlLehs0dTv9sOogPVa/GL3aOi7oFPySLX369E4uAWMrRiDS+1yxZSjnzqytR6n7T5uoUVxuGq/7PA/n7OCp2+n7VQepW/NS9EyjEuEOt/R3/u3GMffDfc4vCGCRE0jxAg1nz/Ts2ZNOnTqVjCLXoYmLixMZNQkJCVSsWDEaOXKkyLKRxl+IsWL8I54f3rjTByxlEODrl3/Ap0v3b/HIlLFyf60y4cQFuu39JSK9/7sn6lCtEsYZAXuOnaO2Y5ZQgewZaOErxjUh+D5nIdYPX/CqRqnJOwuEeKG337vUD9u62os18X2eOnXqZKLcRwv20LuzdlKTsnnok4drJrm26dBp6jhuuSgqu7JPM0ddXrXvJN3/6UqqVjQH/fR08mLQnJkydNo2+m3dIUM/uH6N3IIWytG7axamN++q7MhauCNS05E321sHuwZajVpE+/++QK+3L0+PNihuqx/yvudBf322HlUpnJ04O5K/yznuVm3L4TP0349X0MUr12noXZXonppFkoZYvOs4df5ytfj3lK4NRGttJ23S2kPU69eNSVN88nANamJQT8dJH+wc+75PVtLq/SeThmT97MaNf2foVKMwPd+sNPHWQj5uw4HT9PbMHXT56nWa9sKtFJcv+EMPvzDEQ5Gd0VJ/rGjuc/VX552H/Jur5Xs3s9aW9WpqyRH+DcafyT8+VZeqF7Ovq510gjNiM2e2XhfH0iJsOBi/MaODmOIFGj2+YDVnOnToIASaSZMmUb9+/ShjxuRvOaILhfdnY4uT9zFw2wNscXKbeOTzyfoWXHuBazAY2f/WHKAXf1gbsvgrtjhFHgN5JrcV5gKmeuOtF7wFQzUz2uLEPp67fJUaDJsjWrJrO4RxNyvuanV3raL0zj3VHF2Ots6Ifr8+d0QaNm0LsUjDxluVdiWeFduIuBbTY7eWFLU79v99nhbtOEbcHpULsHIGmd7KF8hGf75kfyFbnqfHT+vol1V/UaeaRWnkvca85PYW3jq3qHdz0SHELuPOTdzBiVuVc8tytmi3PnA7Z27rzCaLkzP3Fu/ME4JYsFbPdq2Jxzlw4gLdM36p2Eol7a4aRWjUf6vbOY2rY3FW5HcrEkTnKxZA21QuQLx9le+3b5btS/KFO/3o26CH67CFLU6uhlKJyaK9z5VYhKJOyCL5wbqmGbnNBeLrvTk7qg5QoXBgi5OiF4sDbkGg0UENJtB06dJFbG9igYa7PcWiSAOBxoE7TPEhIdAoHiCde7JQZLC6D1yjg2t19GhTnl5oYbxdBAJN9DGXhV+1IzWIyyNqj6howQQa9nX8gt00bOoWalw2H339xM0MlnajFtDWw2dcaxsu5+vTvoIowHzs7CXRqpprobBVLZqDhv+nalJLcK79w0KHkW0/cka0fjYyjtGTjUpTy4r5bQsTF27l+5KNa0RxIelgxn6xf6+0KU/cftUO+27Ffurz6wYqlCMTzXmlqai5w2bHg9uIP7fR2Lk7hRjGW2+YO4tl1YrmpN+6NrTD/ZBjDJ+2lT6avyvZMb93bUhVizpfV8jxBeom4BpXXByeC6obWc0SuejX54JvkYNA43bEvJ/Pjvvc+1Wo6YGs5/fZY3VErTYzNmnNAXrph7Uhu62ZGSfYMRBooqHnr3Mh0OjiFU6g4cNHjx5NiYmJMSfSQKDx181rh7cQaOyg6N4Y6xJO0p3/dLKZ06MZldalu987fqlo+/zl43Wpabl8ho5BoLEnXt+vTKD52xJFjSCuxdGleRnKmsG+rAh7vLw5SiiB5uKVa9TorblCFPn5uVupQLYM1HjEXNFueZ2JrmHR+vnV0r3U/7dNScOkTpWKOMuALXumdNSrXXl6sJ61ffzc7Ym7PgUzzkLj4secIcQdN/7cdJhOnL9CRXJmontqFyX2wazJbh9PNS5Nr/+TvRLs3Jmbj9BTX8VTlgxphZjDGRTRGD/Qt3x3vsiA0nezsuvBrfqgGUkZTNLX++oUp+GdbonGdVPncqFNLript7EP1lSyC5ypRZk4aPPB03TbmJtb5rRWIHtG4rf5wQwCjQm4MXaIXfd5jGGxZTnyhZcVQV12wut/RyV6vFEpW/zQDgKBxnakyg4IgUbZ0LjvGAQa95l7PSMEGq8jYH3+gX9sos8X7zXsslKx33TRXYg7fQRrkQuBxjpzv58RSqDhtcmMIO460bx8PhoyZYtozzzhYWcLwPLctYbMpONnk9dy460s/CM3VKvnYHHhLTjj5u2krYfOUOb0aahFxQLUsEwemjB/N01csT/ptKwZ09KVq9dFbSdpNYrnFNu9zBhvK+LtRSzMcSvynJnDCy6yK1Ek3UH0PvEWJN6K1LFGEXpPt+3Hjgc3ma6vn7dsgaw08yVrdRnM8NQf89qkDTRx+b/xkn//9sl6okNKrBp/hvNnud4qFc5OU7s1DrpsCDSxekUEX5cd93nKo2Zuxb+s/ot6/LiO2lYuSONNfhfyluFDpy7QtO6NqWKh7OYmsnAUBBoLsHx+KAQanwfQTvch0NhJ0x9jQaDxR5y0XnLdkJbvzBdte9++u6rYEsK2M/GsaH1bJFcmWtyrRdCFQaDxX8yj9TicQMPjVx0wg05fvEJpU6eiq9dv0EP1S9CQu6pEO3XI84+fu0y1Bs9MdgwLHhsHtnVkbs6Y+XrZPuLMHSNhiCf99NE6prZBcTYbZ7VxHZxnmwbvrqNdyMIdx+jhT5eLDKXFvVtQ3qyRFeXnWjuPfrZCiEKcTacXsux4cOM6KZxNpbdiuTPTQhdaXXNdoYc+XR4wPT/08MNPrNvrkzbQtzpxasD/VRZ1l4IZBJpYvyqSr8+O+zzlUTO34h2JZ6n1u/PJ7Ocd10JrMmKu+Czml2ROGAQaJ6iqOSYEGjXj4olXEGg8we7ppBBoPMUf8eSztyTSE1+uFG/u57/anPJkTU+/rj5AL/+4ltpXKUjjHgqe+QCBJmLsvj0xnECz7q+TdOcHi5Otj+uMcL0Rp4w705TrOy3Z8FxomQsuO213f7SU4g2KPQer8aT1Z/rGw/TsN6uoYPaMNL9ncyG4mDVZ1PfRW0vSwP+z3lmKMyxajpwviue+e291+o+my5L0wa4Ht9pDZontb1q7vWoh+vCBf7t+mV13JMct3XVcbEE7deEKlcyThR5uUCKirKpI5vb6HK5nsfHAKUqXJjXVK52bmpcPXQcDAo3XEXN/frvuc/c998eM5ftOExmWGwa0pWwZQ29h5m3PvX9ZL7Zf8jZMJwwCjRNU1RwTAo2acfHEKwg0nmD3dFIINJ7ij2pyWZ9BdjWRW5/CdVeBQBMVdl+eHE6gGT9/Fw2btjXZ2rho7zMmM0MiBfPKT+vo51V/BZzevWVZeql1uUiHNH3eezO30+jZOwyPb1elIL3YsixVCJKm3vydeaKVKne54lo2VkxujeJzONuNs96s2NApW+jjhbupcdm8ovaMkdn14Mbdpwb8vkkUCGarXDg7jb6vBpVxuL22FR449iYBCDQp70qw6z5PeeTMrZhfXPALDG4AwEXmQ9kL362hP9YdpKEdq1ium2bOGyIINGZJ+f84CDT+j6FtK4BAYxtK3wwEgcY3oUrmKBcIbfr2XNFSmB/SRs/aLlrt6ouF6k+EQOPfmEfqeTiBhlv8cmttvZnJJInUJ+15nyzcI34Ep0mdiuqXyk331S1ux7Bhx9h3/Dx1HLtYFAqWxoV7OVtDGtcfYLGoQsFsojXy+gOnaPGOY6KWTbkC2WhGhK27eXsSb1PiLYq8VTGc8dao5XuO0+FTF4WgxRk7vLUpmLhj94MbtzfnTI7iedRrIx+OXUr5OwSalBLpf9dp932e8giGXjF3yONOeX1vr0hPNi4d8uCag2eK7xKjBg52cYVAYxdJ9ceBQKN+jFzzEAKNa6iVmQgCjTKhiMgRLqDJhTT5YU0WOuVioVw0NJhBoIkIta9PCifQzNh8hJ7+Kj7ZGic8UpvaVCrg67WHc56FzptdnC5TkZyZxXahTQdPi8yaGZsOJ53OtU+2HDodMBx3gup3R6VwUxj+feuh09Ru9ELRMWrmy00oLl/WoON8vXQf9fttY8Dfa5XIRb+EaLmMB7eIwuLrkyDQ+Dp8ETmP+zwibKZP+mbZPur7v40kM5WDnbjtyBlq+94CUVMsvm8r0+NbPRACjVVi/j0eAo1/Y2e75xBobEeq/IAQaJQPUUgHuT7BHe8vSnbM5BcaUZUiOQzPhUDj75hH4n04gYbH5B+h/GNUmhtFgiNZi5vncJHID+fupP+tOWA4LW/zmfVy5N2M7puwjJbtPi4yh7i+QZtKBemtTlVJ3+WbC1WyL3rbOrgdZUyXxtA3PLi5eaWoMRcEGjXi4KYXuM+dpb024STd9eHisNmSXyzZK7aCdqpZlEbeW80xpyDQOIZWuYEh0CgXEu8cgkDjHXuvZoZA4xV5e+adsGA3vTl1S7LBXrutIj3dxDgdFwKNPez9NIoZgYbXc/LCFTp25hLlzZaBcmYK3zLaTwyi8XXn0bPUauT8ZEOwsLJjaHuRBROJNXprDv114kLAqbfG5aHKhXPQjsQzxFuwuM5NMFvSuwUVzmlcvwYPbpFExN/nQKDxd/wi8R73eSTUzJ9z8co1qvBPy/tQgvhTX8XTzM1HIqpJZt4b1KCxwsrvx0Kg8XsEbfQfAo2NMH0yFAQanwQqiJuR1A6BQOPvmEfivVmBJpKxU8o5twz4k85cvBqw3GjaqbLwwoWGzVim9GnowuVrAYdyO/StQ9qLtuhGhgc3M2Rj6xgINLEVTzOrwX1uhlJ0x8gMxt+eb0jVihl3NZTfD8teayk6+zllyKBxiqx640KgUS8mnnkEgcYz9J5NDIHGM/S2TCxb/eoH++ihWsRdaIwMAo0t6H01CASa6MM16I/N9NniPQEDcZYaZ6tFYruPnqMWI5MLNFkzpKXHG5USKfVcmLhU3iyiM8iLP6wNmOb55mXo1bblg06NB7dIouLvcyDQ+Dt+kXiP+zwSatbO6f79GuJudkPuqkK89VdvXOCeuz2VyJOZ5r/a3NrgFo+GQGMRmI8Ph0Dj4+DZ7ToEGruJqj8eBBr1YxTOw54/r6cf4xOSDru3djEaEaIrDASacERj7+8QaOyJKRflXrX/BHHOSu0SuaLuNtVg2Gw6dOpigHPBav9sPXyaVu45QVeuX6dKhbJT/dKhW77iwc2emPtpFAg0foqWPb7iPreHY6hRPl64m4ZO2UIP1C1Ob/7nlmSHjl+wm4ZN3UIP1CtOb3ZM/nc7PYRAYydNtceCQKN2fFz1DgKNq7iVmAwCjRJhiNqJxDOXkmqH5M+WIeR4EGiixu27ASDQqBmyeduO0rBpW2jb4TPCwTaVC9LIe6qJgsHRGh7coiXov/Mh0PgvZtF6jPs8WoLhz1+88xg9+G2bhz8AABkASURBVMlyqlo0B/3etVGyEx7+dAUt3HGU3r+/BnWoVjj8gFEcAYEmCng+OxUCjc8C5qS7EGicpKvm2BBo1IyLk15BoHGSrppjQ6BRMy7Sq3OXr1L6NKkpXZrUtjmKBzfbUPpmIAg0vgmVbY7iPrcNZdCBTl+4QlUHzqC0aVLR9iGBReGvXr9BlfpPp8tXr9O6N9pQDoeL60OgcT7eqswAgUaVSCjgBwQaBYLgsgsQaFwGrsB0EGgUCILLLkCgcRm4AtPhwU2BILjsAgQal4ErMB3uc3eCcOvwOXTw5AWa/mITURtM2oo9f9O945dS+QLZ6M+XmjjuDAQaxxErMwEEGmVC4b0jEGi8j4HbHkCgcZu49/NBoPE+Bm57AIHGbeLez4cHN+9j4LYHEGjcJu79fLjP3YmBbKPNW1A71SqaNOmoWTto1Kzt1LlhSXqjQ2XHnYFA4zhiZSaAQKNMKLx3BAKN9zFw2wMING4T934+CDTex8BtDyDQuE3c+/nw4OZ9DNz2AAKN28S9nw/3uTsxkELM4w1LUf8OlZIm5ewZzqL5+JHa1LpSAcedgUDjOGJlJoBAo0wovHcEAo33MXDbAwg0bhP3fj4INN7HwG0PINC4Tdz7+fDg5n0M3PYAAo3bxL2fD/e5OzGYufkIcRZN3VK56cdnGohJue4M15+5duMGbRzYlrKkj764e7jVQKAJRyh2/g6BJnZiGfVKINBEjdB3A0Cg8V3IonYYAk3UCH03AAQa34Usaofx4BY1Qt8NAIHGdyGL2mHc51EjNDXAoVMXqcGw2ZQpXRraMridOGfhjmP08KfLqVrRnPRb14amxon2IAg00RL0z/kQaPwTK8c9hUDjOGLlJoBAo1xIHHcIAo3jiJWbAAKNciFx3CE8uDmOWLkJINAoFxLHHcJ97jjipAm4kxN3dJr/anMqkSczvTV9K42bt4ueaxpHvdpXcMURCDSuYFZiEgg0SoRBDScg0KgRBze9gEDjJm015oJAo0Yc3PQCAo2btNWYCw9uasTBTS8g0LhJW425cJ+7FwfOluGsmbEP1qTbbilEd36wmNb9dZK+fqIuNS6bzxVHINC4glmJSSDQKBEGNZyAQKNGHNz0AgKNm7TVmAsCjRpxcNMLCDRu0lZjLjy4qREHN72AQOMmbTXmwn3uXhyGT9tKH83fRc83L0NdmsdRlTf+pDSpUtHmQe0ofdrUrjgCgcYVzEpMAoFGiTCo4QQEGjXi4KYXEGjcpK3GXBBo1IiDm15AoHGTthpz4cFNjTi46QUEGjdpqzEX7nP34jB5/UHqOnENNSufjx6sVyJZ0WA3PIFA4wZlNeaAQKNGHJTwAgKNEmFw1QkINK7iVmIyCDRKhMFVJyDQuIpbicnw4KZEGFx1AgKNq7iVmAz3uXth2HPsHDV/Zx7lzZqB/q96Yfps0R56qXU56t6yrGtOQKBxDbXnE0Gg8TwE6jgAgUadWLjlCQQat0irMw8EGnVi4ZYnEGjcIq3OPHhwUycWbnkCgcYt0urMg/vc3VhU7DedLly5RnmypqfjZy/TT882oDolc7vmBAQa11B7PhEEGs9DoI4DEGjUiYVbnkCgcYu0OvNAoFEnFm55AoHGLdLqzIMHN3Vi4ZYnEGjcIq3OPLjP3Y1Fp3FLaNW+E2JSrjvD9WfSpk7lmhMQaFxD7flEEGg8D4E6DkCgUScWbnkCgcYt0urMA4FGnVi45QkEGrdIqzMPHtzUiYVbnkCgcYu0OvPgPnc3Fnd+uJjWJZwUk5bMk4XmvdrMVQcg0LiK29PJINCEwc9feD169KAuXbpQ7dq1PQ2W05NDoHGasHrjQ6BRLyZOewSBxmnC6o0PgUa9mDjtER7cnCas3vgQaNSLidMe4T53mvC/4/f8eT39GJ8QMOED9YrTmx1vcc0JCDSuofZ8Igg0RBQfH099+vRJCkbdunWpX79+lDFjRoJA4/k1CgccJACBxkG4ig4NgUbRwDjoFgQaB+EqOjQe3BQNjINuQaBxEK6iQ+M+dy8wFfpNp4tXrgVMmD1jOlo/oI1rTkCgcQ215xNBoCGiSZMmUbFixUSGzMWLF2nw4MGUP39+6t69OwQazy9ROOAkAQg0TtJVc2wINGrGxUmvINA4SVfNsfHgpmZcnPQKAo2TdNUcG/e5O3G5fPU6les7LdlkaVKnop1Db6NULpWhgUDjTrxVmAUCjUEUWLDhrBrOouEHWO0WJ5lRU61aNSHgxJJhi1MsRdPcWiDQmOMUS0dBoImlaJpbCwQac5xi6Sg8uMVSNM2tBQKNOU6xdBTuc/ei2ea9BbT9yJmACSsXzk5TujV2zQkINK6h9nwiCDQGIRg9erT4r/oMmipVqojsmo4dO8ZkPRoINJ7fj647AIHGdeSeTwiBxvMQuO4ABBrXkXs+IR7cPA+B6w5AoHEduecT4j53LwTTNh6mHj+upfOXb25zypoxLb13b3VqXamAa05AoHENtecTQaDRhYAzZ8aOHUsjR46kXLlyJW1x6ty5M02fPl0IMyzQSOMvRBgIgAAIgAAIgAAIgAAIgAAIgEBsErh45TptOXKWeEdTxYJZKUPa1LG5UBtWxc/QsMgJQKDRsGNxZvjw4TRixAgqXbq0+Ivc0pSQkCDq1EjhJnLk6p6JDBp1Y+OUZ8igcYqsuuMig0bd2DjlGTJonCKr7rh4s65ubJzyDBk0TpFVd1zc5+rGxgnPkEHjBFU1x4RA809cjMQZrUDToUMHIdBwfRrZ4UnNkEbuFQSayNn59UwINH6NXOR+Q6CJnJ1fz4RA49fIRe43HtwiZ+fXMyHQ+DVykfuN+zxydn48EwKNH6MWmc8QaP5ps63d1qRFqW+zrS0gzG24Y8kg0MRSNM2tBQKNOU6xdBQEmliKprm1QKAxxymWjsKDWyxF09xaINCY4xRLR+E+j6Vohl8LBJrwjGLlCAg0RMRFgSdPnhwQ0xw5coitTryHTtvFiQ/i4xMTE2MukwYCTazc1ubXAYHGPKtYORICTaxE0vw6INCYZxUrR+LBLVYiaX4dEGjMs4qVI3Gfx0okza0DAo05TrFwFASaWIiiTWuAQGMTSB8NA4HGR8GyyVUINDaB9NEwEGh8FCybXMWDm00gfTQMBBofBcsmV3Gf2wTSJ8NAoPFJoGxwEwKNDRBjZQgINLESSfPrgEBjnlWsHAmBJlYiaX4dEGjMs4qVI/HgFiuRNL8OCDTmWcXKkbjPYyWS5tYBgcYcp1g4CgJNLETRpjVAoLEJpI+GgUDjo2DZ5CoEGptA+mgYCDQ+CpZNruLBzSaQPhoGAo2PgmWTq7jPbQLpk2Eg0PgkUDa4CYHGBoixMgQEmliJpPl1QKAxzypWjoRAEyuRNL8OCDTmWcXKkXhwi5VIml8HBBrzrGLlSNznsRJJc+uAQGOOUywcBYEmFqJo0xog0NgE0kfDQKDxUbBschUCjU0gfTQMBBofBcsmV/HgZhNIHw0DgcZHwbLJVdznNoH0yTAQaHwSKBvchEBjA0QMAQIgAAIgAAIgAAIgAAIgAAIgAAIgAALREIBAEw09nAsCIAACIAACIAACIAACIAACIAACIAACNhCAQGMDRAwBAiAAAiAAAiAAAiAAAiAAAiAAAiAAAtEQgEATDT2cCwIgAAIgAAIgAAIgAAIgAAIgAAIgAAI2EIBAYwNEFYcYPXo0TZ48Ocm1Ll26UMeOHZP+HR8fT3369BH/LlasGI0cOZJy5coVsJTdu3fTmDFj6I033gj4m35sPkk/vopMYtmnixcv0uDBg2nFihVJyxw2bBjVrl076d+TJk2isWPHin/XrVuX+vXrRxkzZgzAwsfs37+funfvngyXNu533HGH4TGxzFi1tZmJuZn73CjmfO/37NmTTp06FbDsYNeNamxi1R8zMY/mPteemyNHDhoxYgSVLl06VnH6Yl36e1H/fa2/JoJ9F/Pnd/HixQN+BzAA7ec67m81Lgnt57bR93WomIe7Xng8M58RapBIOV6Ei1uomJv5XmCSwX7TpxzKaq003H3ORb979OhBCQkJwnHtb/pw10u4Z0C1SMAbIwIQaGLwuuAP6/Hjx9MjjzwihBV5I/fu3Vs8sPO/hwwZQn379hU/vvnLmj8o5AO79kPBSLzhG5/N6CE+BnH6Ykkcs6+++oqeeeYZIbpwPIcPH570gMX/ZnFGCnH6GGq/KIzEF8RcvcsgXMzD3efhYq5fcbAHPPXIxK5H4WIezX2uP1f/79ilqvbKOA78A12+YOH7MDExMen7WvvZLL+7WaSR4rz2YVwv3mi/+5kCi/z58+fHd7vHlwTHhX97cQzlw7c2LqFiHu56CfcZ4fHSU+z04eIWKubhvhfC/aZPsdA9Xnio+1ze9/wZwJ/9+t9zoa4XXlaoZ0CPl43pTRKAQGMSlJ8P09/o+jfm+htfrjVUBg0EGrWvCP0Pdf3DdbCHL6NsCj6W/7tRxo3aFFKWd/qYm73PQ2VNhfssSFmE1Vutnfe5XqgP9r2gHoWU5ZH2s5tXPnDgQOrWrVtSplMwMV3/HWAk5kCUU/Na0t6bFy5cMB1zXo2RIKPNpELM1Yx5pPc5r8bo3ub/jgwaNWMtvdLe5wcPHgzYwaB/jtOvJNR9HO5ctamkXO8g0KSA2Bv9iNcKLFY/zJE6p/5Fo324Kly4sHgzKpV4+UWtzaLSfkHotzhp38DK4/Tbp9QnEvse6h+o9Q9qwe5zMwINsmfUvH7svM/l9VGoUCEhxk6bNi3odkc1aaQMr/Q/4vWf43qhTVIxI9BAlFPzGtJ+lhvFKFjMeTVGWVJmfguoSSLleBXpfR7q9x0EGrWvH+19biS4hMpkD/UZEOy3n9o04B0EmhRwDehvajM/1Myq7frtUykAp/JL1Kvl8t+cJinT3oP9EDd6WDfKvtFun1IeSApw0OgNidn7PJxAgx91al5Adt/nvEq+Znbt2kVbtmwh1KBRL+76z22je9OsQCPjrX1ZA4FGvZjrH9SsxFwfTyu/BdQjkXI8iuY+D5Utge9yda8hoy3G+sz1YAJNuM9tlChQN+6hPINA48+4mfZav1/d6EeZ1Qwa/eR4u246HI4faLRf3egLOxqBBumSjofR0gRGMbdyn4cSaBBrS6Fw7WAn7nP9daCvY+Xa4jCRIQGjlyFWsimMvqf1RSh54mBNAxAW9wkY3YNmY250vVj5LeD+ajEjE4jmPg/2W0CShUCj5jVmdJ+bzaAJ95Lc6BlQTQrwSk8AAk0MXxPBbkyztSnMfphDoFHjIgr15RxNDRr99WL0Fk4NAinPi1AxN3ufhxJoUJ9AvWvKqfvcbMaVekRi36NgP8JZYIm0Bo0RNb7fFy9ejCLBClxSwQRSMzEP9dBm9reAAghSnAvR3OfhxBkp/hh1Zk1xoBVacLD7XP/8FUxc5W6bsgGMflkQZxQKdASuQKCJAJofTgmV0qZ/AxMsJdpIoOEfB9OnT6f7779fYAiXWucHVrHgY7hMB7OdG4we1vU/GvDQrsYVEy7mZu/zYAJNuPHVoJCyvAgXk2juc74O/vjjj6ROb8igUePaCvcdG66Lk1xFuBcp4eZRg0bK8CLcd2yomIeLo9nPiJRBWp1VhotbqJiH+16QqzT70lUdKrHtiZXCvkbb3ozqSGo/7/n/o9uuf68hCDT+jV1Qz43SlvngunXrJnXi4Q+GPn36iDH0Kc1G58vWy/KLYMWKFUnzo2Cs9xeRFFFOnToV4Iy2Zba22K/2WuATtNeDHEAbV+3fUZvC+3hLcZTfnoSKeaj7PFzMQxWdU4NAyvPC6ftcWwAe97ka15dRkXb2TH4+67+TjVppjx07Nmkx2rhqrydsbVIj3uyFvhED/zdt3ELFPNz1wmOF+i2gDoWU5Um4uIWKebjvhVC/6VMWZbVWG+4+18dN+5s81PUSFxdHPXr0oISEhIAF63/3q0UD3ugJQKDBNQECIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhOAQONxADA9CIAACIAACIAACIAACIAACIAACIAACECgwTUAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAh4TgEDjcQAwPQiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAoME1AAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIeE4BA43EAMD0IgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKDBNQACIAACIAACIAACIAACIAACIAACIAACHhP4f30FZrSNzszQAAAAAElFTkSuQmCC" + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "┌─────────┬───────────┬──────────────────┐\n", + "│ (index) │ Time │ Active Developer │\n", + "├─────────┼───────────┼──────────────────┤\n", + "│ 0 │ '2015-1' │ '8908' │\n", + "│ 1 │ '2015-2' │ '6811' │\n", + "│ 2 │ '2015-3' │ '8571' │\n", + "│ 3 │ '2015-4' │ '6403' │\n", + "│ 4 │ '2015-5' │ '9651' │\n", + "│ 5 │ '2015-6' │ '10845' │\n", + "│ 6 │ '2015-7' │ '8008' │\n", + "│ 7 │ '2015-8' │ '7591' │\n", + "│ 8 │ '2015-9' │ '7480' │\n", + "│ 9 │ '2015-10' │ '8306' │\n", + "│ 10 │ '2015-11' │ '6254' │\n", + "│ 11 │ '2015-12' │ '7322' │\n", + "│ 12 │ '2016-1' │ '5315' │\n", + "│ 13 │ '2016-2' │ '5880' │\n", + "│ 14 │ '2016-3' │ '6463' │\n", + "│ 15 │ '2016-4' │ '6532' │\n", + "│ 16 │ '2016-5' │ '6972' │\n", + "│ 17 │ '2016-6' │ '6556' │\n", + "│ 18 │ '2016-7' │ '5436' │\n", + "│ 19 │ '2016-8' │ '6641' │\n", + "│ 20 │ '2016-9' │ '5622' │\n", + "│ 21 │ '2016-10' │ '5534' │\n", + "│ 22 │ '2016-11' │ '4213' │\n", + "│ 23 │ '2016-12' │ '3308' │\n", + "│ 24 │ '2017-1' │ '6251' │\n", + "│ 25 │ '2017-2' │ '6082' │\n", + "│ 26 │ '2017-3' │ '4931' │\n", + "│ 27 │ '2017-4' │ '4292' │\n", + "│ 28 │ '2017-5' │ '4341' │\n", + "│ 29 │ '2017-6' │ '5035' │\n", + "│ 30 │ '2017-7' │ '4507' │\n", + "│ 31 │ '2017-8' │ '4256' │\n", + "│ 32 │ '2017-9' │ '3951' │\n", + "│ 33 │ '2017-10' │ '5387' │\n", + "│ 34 │ '2017-11' │ '5934' │\n", + "│ 35 │ '2017-12' │ '4989' │\n", + "│ 36 │ '2018-1' │ '4705' │\n", + "│ 37 │ '2018-2' │ '3534' │\n", + "│ 38 │ '2018-3' │ '5254' │\n", + "│ 39 │ '2018-4' │ '6268' │\n", + "│ 40 │ '2018-5' │ '3673' │\n", + "│ 41 │ '2018-6' │ '4044' │\n", + "│ 42 │ '2018-7' │ '3893' │\n", + "│ 43 │ '2018-8' │ '3627' │\n", + "│ 44 │ '2018-9' │ '3338' │\n", + "│ 45 │ '2018-10' │ '4397' │\n", + "│ 46 │ '2018-11' │ '3260' │\n", + "│ 47 │ '2018-12' │ '3349' │\n", + "│ 48 │ '2019-1' │ '4294' │\n", + "│ 49 │ '2019-2' │ '4362' │\n", + "│ 50 │ '2019-3' │ '3702' │\n", + "│ 51 │ '2019-4' │ '4591' │\n", + "│ 52 │ '2019-5' │ '6516' │\n", + "│ 53 │ '2019-6' │ '3787' │\n", + "│ 54 │ '2019-7' │ '5792' │\n", + "│ 55 │ '2019-8' │ '4782' │\n", + "│ 56 │ '2019-9' │ '5671' │\n", + "│ 57 │ '2019-10' │ '6146' │\n", + "│ 58 │ '2019-11' │ '4073' │\n", + "│ 59 │ '2019-12' │ '3791' │\n", + "│ 60 │ '2020-1' │ '5323' │\n", + "│ 61 │ '2020-2' │ '5185' │\n", + "│ 62 │ '2020-3' │ '6926' │\n", + "│ 63 │ '2020-4' │ '6522' │\n", + "│ 64 │ '2020-5' │ '5326' │\n", + "│ 65 │ '2020-6' │ '5960' │\n", + "│ 66 │ '2020-7' │ '6566' │\n", + "│ 67 │ '2020-8' │ '4798' │\n", + "│ 68 │ '2020-9' │ '5460' │\n", + "│ 69 │ '2020-10' │ '5403' │\n", + "│ 70 │ '2020-11' │ '4428' │\n", + "│ 71 │ '2020-12' │ '4857' │\n", + "│ 72 │ '2021-1' │ '5746' │\n", + "│ 73 │ '2021-2' │ '9002' │\n", + "│ 74 │ '2021-3' │ '8194' │\n", + "│ 75 │ '2021-4' │ '5549' │\n", + "│ 76 │ '2021-5' │ '5660' │\n", + "│ 77 │ '2021-6' │ '5780' │\n", + "│ 78 │ '2021-7' │ '4543' │\n", + "│ 79 │ '2021-8' │ '4717' │\n", + "│ 80 │ '2021-9' │ '5184' │\n", + "│ 81 │ '2021-10' │ '2183' │\n", + "│ 82 │ '2021-11' │ '4481' │\n", + "│ 83 │ '2021-12' │ '4534' │\n", + "│ 84 │ '2022-1' │ '3242' │\n", + "│ 85 │ '2022-2' │ '2299' │\n", + "│ 86 │ '2022-3' │ '3014' │\n", + "│ 87 │ '2022-4' │ '2981' │\n", + "│ 88 │ '2022-5' │ '2596' │\n", + "│ 89 │ '2022-6' │ '825' │\n", + "└─────────┴───────────┴──────────────────┘\n" + ] + } + ], + "source": [ + "query( \n", + " `SELECT distinct count(actor_id) as actived_developer,\n", + " toYear(created_at) as year, \n", + " toMonth(created_at) as month \n", + " FROM ${table_name}\n", + " where (repo_id == ${repo_id})\n", + " group by toYear(created_at), toMonth(created_at)\n", + " order by year, month`\n", + " ).then(data => {\n", + " // 直接打印数据\n", + " // console.log(data); \n", + " var actived_developer = [], tableArray = []\n", + " data.forEach((d, i) => {\n", + " actived_developer.push(d.actived_developer);\n", + " tableArray.push({\"Time\": d.year+\"-\"+d.month, \"Active Developer\": d.actived_developer})\n", + " })\n", + " \n", + " // 使用 Plotly 绘图\n", + " plot_ad = {x: timeArray, y: actived_developer, mode: 'lines+markers', name: 'The Number of Active Developers'}\n", + " figure_info = {\n", + " title: `openedx/edx-platform: Active Developers by month (${startYear} - ${endYear})`, \n", + " // yaxis: {type: 'log'}\n", + " }; \n", + " \n", + " openDigger.render.plotly([plot_ad], figure_info)\n", + " \n", + " // 打印表格\n", + " console.table(tableArray)\n", + "});" + ] + }, + { + "cell_type": "markdown", + "id": "5f981a43-b273-45f6-9ea7-5dad998987e6", + "metadata": {}, + "source": [ + "### 5. Avg time & Median time about an issue from being opened / closed " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "1379349d-e57e-4761-82f0-2b38da1b1dae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Avg Time(Day): 17.67358496646954\n", + "Median Time(Day): 1.000318287037037\n" + ] + } + ], + "source": [ + "// use sub-sql and group by to filter duplicate lines \n", + "\n", + "function f5() {\n", + "\n", + " query(  \n", + " `SELECT avg(issue_closed_at - issue_created_at)/(24*60*60) as issue_avg_time, median(issue_closed_at - issue_created_at)/(24*60*60) as issue_median_time\n", + " FROM \n", + " (\n", + " select issue_created_at,issue_closed_at \n", + " FROM ${table_name}\n", + " where (repo_id = ${repo_id})\n", + " and (issue_closed_at - issue_created_at) > 0\n", + " group by issue_id, issue_created_at, issue_closed_at\n", + " )`\n", + " ).then(data => {\n", + " // console.log(data)\n", + " console.log(\"Avg Time(Day): \", data[0].issue_avg_time)\n", + " console.log(\"Median Time(Day): \", data[0].issue_median_time)\n", + " })\n", + " \n", + "};\n", + "\n", + "\n", + "f5()" + ] + }, + { + "cell_type": "markdown", + "id": "1853b3f2-b8ad-4012-aa4b-7634954876a9", + "metadata": {}, + "source": [ + "### 6. Avg time & Median time about an PR from being opened / merged" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "2b1840df-ad81-4ac7-add9-ac1579c24ee2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Avg Time(Day): 6.76904254198905\n", + "Median Time(Day): 0.9278009259259259\n" + ] + } + ], + "source": [ + "\n", + "// use sub-sql and group by to filter duplicate lines \n", + "\n", + "// maybe lack the data of pr_create_by \n", + "\n", + "\n", + "function f6() {\n", + "\n", + " query(  \n", + " `SELECT avg(end_ - start_)/(24*60*60) as pr_avg_time, median(end_ - start_)/(24*60*60) as pr_median_time\n", + " FROM \n", + " (\n", + " select max(pull_merged_at) as end_, min(created_at) as start_\n", + " FROM ${table_name}\n", + " where (repo_id = ${repo_id})\n", + " and type='PullRequestEvent'\n", + " group by issue_id\n", + " having toYear(end_) > '1970' \n", + " )`\n", + " ).then(data => {\n", + " console.log(\"Avg Time(Day): \", data[0].pr_avg_time)\n", + " console.log(\"Median Time(Day): \", data[0].pr_median_time)\n", + " })\n", + " \n", + "};\n", + "\n", + "f6()" + ] + }, + { + "cell_type": "markdown", + "id": "3a19d06e-46ad-4d3f-82b1-8daf1f34ce0c", + "metadata": {}, + "source": [ + "### 7. Avg time & Median time about an PR/Issue from being opened to being replied by other replier not himself/herself." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "48d2be51-5d84-4d13-8d2a-0463708dc9ac", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[\n", + " {\n", + " issue_create_comment_avg_time: 19.685569390409327,\n", + " issue_create_comment_median_time: 1.815613425925926\n", + " }\n", + "]\n", + "Avg Time(Day): 19.685569390409327\n", + "Median Time(Day): 1.815613425925926\n" + ] + } + ], + "source": [ + "// 7 Issue和PR从打开到第一次有人回复(非本人回复)的平均时长和中位数(单位:天)\n", + "\n", + "function f7(year) {\n", + " query(  \n", + " `SELECT avg(first_comment_at - issue_created_at)/(24*60*60) as issue_create_comment_avg_time, median(first_comment_at - issue_created_at)/(24*60*60) as issue_create_comment_median_time\n", + " FROM \n", + " (\n", + " select issue_id, issue_created_at, max(issue_comment_created_at) as first_comment_at\n", + " FROM ${table_name}\n", + " where (repo_id = ${repo_id})\n", + " and toYear(issue_created_at) > '1970'\n", + " and toYear(issue_comment_created_at) > '1970'\n", + " group by issue_id, issue_created_at \n", + " )`\n", + " ).then(data => {\n", + " console.log(data)\n", + " console.log(\"Avg Time(Day): \", data[0].issue_create_comment_avg_time)\n", + " console.log(\"Median Time(Day): \", data[0].issue_create_comment_median_time)\n", + " })\n", + "};\n", + "\n", + "\n", + "f7()" + ] + }, + { + "cell_type": "markdown", + "id": "34033adf-d215-4ef3-b398-0851a00ae05b", + "metadata": {}, + "source": [ + "### 8. Project Release Information" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "6e3fb9a1-e40e-4284-9d88-d860864c3648", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[\n", + " '2014-10-06', '2014-12-02',\n", + " '2020-03-14', '2020-05-01',\n", + " '2020-07-24', '2020-07-24',\n", + " '2020-07-24', '2020-08-01',\n", + " '2020-08-04', '2020-09-01',\n", + " '2020-09-06', '2020-09-24',\n", + " '2020-12-21', '2021-07-15',\n", + " '2022-01-02', '2022-04-13'\n", + "]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "// 版本发布时间\n", + "\n", + "// active对应的是openedx/edx-platform\n", + "active_release_name = [\"Aspen\", \"Birch\", \"Cypress\", \"Dogwood\", \"Eucalyptus\", \"Ficus\",\"Ginkgo\", \n", + " \"Hawthorn\", \"Ironwood\", \"Juniper\", \"Koa\", \"Lilac\",\"Maple\", \"Nutmeg\"]\n", + "active_release_date = [\"2014-10-28\", \"2015-01-29\", \"2015-07-07\", \"2015-12-15\", \"2016-07-13\", \"2017-01-10\", \"2017-07-06\", \n", + " \"2018-07-03\", \"2019-01-17\", \"2020-05-27\", \"2020-11-12\", \"2021-04-09\",\n", + " \"2021-10-15\",\" 2022-04-12\"]\n", + "\n", + "//archive对应的是angular/material\n", + "archive_release_name = [\"v0.4\", \"v0.6.0\", \"v1.1.22-rc.0\", \"v1.1.22\", \"v1.1.23\", \"v1.1.24\", \"v1.2.0-rc.1\", \"v1.2.0-rc.2\",\n", + " \"v1.2.0\", \"v1.1.25\", \"v1.1.26\", \"v1.2.1\", \"v1.2.2\", \"v1.2.3\", \"v1.2.4\", \"v1.2.5\"]\n", + "archive_release_date = [\"2014-10-06\", \"2014-12-02\", \"2020-03-14\", \"2020-05-01\", \"2020-07-24\", \"2020-07-24\", \"2020-07-24\",\"2020-08-01\",\n", + " \"2020-08-04\", \"2020-09-01\",\"2020-09-06\", \"2020-09-24\", \"2020-12-21\", \"2021-07-15\", \"2022-01-02\", \"2022-04-13\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "3dbd300f-a3ea-446d-bad5-98031b5e2653", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "mode": "markers+text", + "name": "openedx/edx-platform", + "size": "petal_length", + "text": [ + "Aspen", + "Birch", + "Cypress", + "Dogwood", + "Eucalyptus", + "Ficus", + "Ginkgo", + "Hawthorn", + "Ironwood", + "Juniper", + "Koa", + "Lilac", + "Maple", + "Nutmeg" + ], + "x": [ + "2014-10-28", + "2015-01-29", + "2015-07-07", + "2015-12-15", + "2016-07-13", + "2017-01-10", + "2017-07-06", + "2018-07-03", + "2019-01-17", + "2020-05-27", + "2020-11-12", + "2021-04-09", + "2021-10-15", + " 2022-04-12" + ] + }, + { + "mode": "markers+text", + "name": "angular/material", + "size": "petal_length", + "text": [ + "v0.4", + "v0.6.0", + "v1.1.22-rc.0", + "v1.1.22", + "v1.1.23", + "v1.1.24", + "v1.2.0-rc.1", + "v1.2.0-rc.2", + "v1.2.0", + "v1.1.25", + "v1.1.26", + "v1.2.1", + "v1.2.2", + "v1.2.3", + "v1.2.4", + "v1.2.5" + ], + "x": [ + "2014-10-06", + "2014-12-02", + "2020-03-14", + "2020-05-01", + "2020-07-24", + "2020-07-24", + "2020-07-24", + "2020-08-01", + "2020-08-04", + "2020-09-01", + "2020-09-06", + "2020-09-24", + "2020-12-21", + "2021-07-15", + "2022-01-02", + "2022-04-13" + ] + } + ], + "layout": { + "autosize": true, + "title": { + "text": "Release Information" + }, + "xaxis": { + "autorange": true, + "range": [ + "2014-04-21 03:21:28.6035", + "2022-09-27 20:38:31.3965" + ], + "type": "date" + }, + "yaxis": { + "autorange": true, + "range": [ + -1.2378640776699028, + 16.237864077669904 + ] + } + } + }, + "image/png": 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" + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "// 使用 Plotly 绘图\n", + "// 纵轴无数值含义,仅为错开每个版本的点\n", + "plot_active = {x: active_release_date, text: active_release_name, mode: 'markers+text', name: 'openedx/edx-platform', size: 'petal_length', }\n", + "plot_archive = {x: archive_release_date, text: archive_release_name, mode: 'markers+text', name: 'angular/material', size: 'petal_length', }\n", + "figure_info = { \n", + " title: `Release Information`, \n", + " // yaxis: {type: 'log'}\n", + " }; \n", + " \n", + "openDigger.render.plotly([plot_active, plot_archive], figure_info)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "JavaScript (Node.js)", + "language": "javascript", + "name": "javascript" + }, + "language_info": { + "file_extension": ".js", + "mimetype": "application/javascript", + "name": "javascript", + "version": "16.13.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From b3e62066fec1fc8064346b08a6e2fa533e1b31d2 Mon Sep 17 00:00:00 2001 From: FannieCream Date: Thu, 30 Jun 2022 13:15:22 +0800 Subject: [PATCH 2/5] upload final report Signed-off-by: FannieCream --- 37-edx-platform.md | 300 ++++++++++++++++++++++++++++++++++++++++++++ 37-edx-platform.pdf | Bin 0 -> 847394 bytes 2 files changed, 300 insertions(+) create mode 100644 37-edx-platform.md create mode 100644 37-edx-platform.pdf diff --git a/37-edx-platform.md b/37-edx-platform.md new file mode 100644 index 0000000..d06eead --- /dev/null +++ b/37-edx-platform.md @@ -0,0 +1,300 @@ +

开源课程期末作业

+ +| 归档开源项目名称 | 10391073-openedx/edx-platform | +| :--------------: | :---------------------------: | +| **小组成员** | 刘颖凡 51215903009 | +| | 魏如蓝 51215903002 | +| | 王原昭 51215903074 | + + + +### 一、项目的基本背景和发展历程介绍 + +----- + +#### 1.1 项目基本情况 + +- 项目openedx/edx-platform是github中一个高度流行的开源项目,自2011年12月开始创建维护 + +- openedx是一个集合多种机器学习资源、分布式、负载均衡等最新技术的一个开源平台。平台旨在展示最新的学习科学和教学设计,由开发人员、技术提供商、研究团队和用户社区推动发展。 + +- openedx可以通过ubuntu、docker、django、react来构建,并可以运行在amazon、google、IBM、Azure等云服务平台上。它的开放式学习管理系统(LMS)可以为学习者、课程团队和教师在整个课程期间提供数据支持。包含可以发布课程、发布讨论板、管理团队和群组、编辑成绩以及与学习者交流的教师视图;可以通过他们的学习者仪表板访问他们的个人资料、检查他们的注册状态并浏览课程的学习者视图。LMS 可用于桌面、iOS 和 Android 版本,提供对课程内容和支持基础设施(时间表、讨论板、协作工具、学生管理、证书生成、消息传递等)的访问,同样支持在线课程、在线校园和在线学位课程,并且可根据学习者特质定制独特的学习体验。 + +- 此外,Open edX Insights 提供以学习者为中心的智能分析,帮助教师了解学习者如何参与课程材料。内置报告可帮助教师和课程团队管理任何规模的群组的在线内容。学习团队可以利用现有数据构建自定义自适应内容并将数据存储在仓库或学习记录存储 (LRS) 中。 + +- openedx的开发语言构成如下: + + + Python 54.1% + + JavaScript 28.2% + + HTML 14.2% + + SCSS 3.0% + + CSS 0.4% + + Shell 0.1% + + + + +#### 1.2 版本发布历史 + +- openedx共发布了14个版本: + + + 第一个版本发布于2014-10-28(Aspen) + + 最后一个版本发布于 2022-04-12(Nutmeg) + + + + + +#### 1.3 主要贡献者 + +项目参与者众多,主要参与者(commit次数大于100)有如下9位: + +- **cpennington** + + - 国家或地区:Arlington, MA + + - 所属公司或组织:Reify Health + + - 该作者主要参与openedx的早期工作,主要贡献在2012年至2015年之间,并持续贡献至2021年,共有2219次commit,是对openedx贡献排名度第一的作者。该作者目前是Reify Health公司的staff engineer,虽然2021年之后活跃度明显降低,但至今仍在github活动。 + +- **VikParuchuri** + + - 国家或地区:San Francisco, CA + - 所属公司或组织:dataquestio + - 该作者是openedx早期提交最多的作者(900次commit),全部集中于2013年。目前仍活跃在github,最近一次github提交在2022年6月27日,主要工作用Python完成。 + +- **talbs** + + - 国家或地区:Boston, MA + - 所属公司或组织:FortAwesome + - 该作者是openedx中期的主要贡献者,主要贡献在2013年至2015年之间,至今仍活跃在github,过去的一年中完成了556次contributions,主要工作用JavaScript和Python完成。 + +- **nedbat** + + - 国家或地区:Boston + - 所属公司或组织:2U/edX on Open edX. + - nedbat是一名python开发者和社区组织者,该作者从2013年开始参与对openedx项目的贡献,一直持续到现在,仍然在为openedx工作,主要负责2U/edX的部分,至今仍活跃在github,过去的一年中完成了3484次contributions,主要工作用Python完成。 + + + +#### 1.4 CI/CD的使用 + +- **CI (Continuous integration, 持续集成)** + - 在持续集成环境中,开发人员将会频繁的提交代码到主干。这些新提交在最终合并到主线之前,都需要通过编译和自动化测试流进行验证。这样做是基于之前持续集成过程中很重视自动化测试验证结果,以保障所有的提交在合并主线之后的质量问题,对可能出现的一些问题进行预警。 + +- **CD(持续集成/持续交付)** + + - 持续交付(Continuous delivery)指的是,频繁地将软件的新版本,交付给质量团队或者用户,以供评审。如果评审通过,代码就进入生产阶段。 持续交付可以看作持续集成的下一步。它强调的是,不管怎么更新,软件是随时随地可以交付的。 + - 持续部署(continuous deployment)是持续交付的下一步,指的是代码通过评审以后,自动部署到生产环境。持续部署的目标是,代码在任何时刻都是可部署的,可以进入生产阶段。 + +- **GitHub Actions** + + - 本项目使用Github Actions。Github Actions是由Github创建的 CI/CD服务。 它的目的是使所有软件开发工作流程的自动化变得容易。 直接从GitHub构建,测试和部署代码。CI(持续集成)由很多操作组成,比如代码合并、运行测试、登录远程服务器,发布到第三方服务等等。GitHub 把这些操作就称为 actions。 + - GitHub Ac­tions 的配置文件叫做 work­flow 文件,可以在openedx代码仓库中的`.github/workflows` 目录中看到多个以.yml结尾的配置文件,选取最近更新的static-assets-check.yml,其内容如下: + + ```yaml + name: static assets check for lms and cms + + on: + pull_request: + push: + branches: + - master + + jobs: + static_assets_check: + name: static-assets-check + runs-on: ${{ matrix.os }} + strategy: + matrix: + os: [ ubuntu-20.04 ] + python-version: [ 3.8 ] + node-version: [ 16 ] + npm-version: [ 8.5.x ] + + steps: + - name: Checkout repo + uses: actions/checkout@v2 + + - name: Setup Python ${{ matrix.python-version }} + uses: actions/setup-python@v2 + with: + python-version: ${{ matrix.python-version }} + + - name: Setup Node + uses: actions/setup-node@v2 + with: + node-version: ${{ matrix.node-version }} + + - name: Setup npm + run: npm i -g npm@${{ matrix.npm-version }} + + - name: Get pip cache dir + id: pip-cache-dir + run: | + echo "::set-output name=dir::$(pip cache dir)" + - name: Cache pip dependencies + id: cache-dependencies + uses: actions/cache@v2 + with: + path: ${{ steps.pip-cache-dir.outputs.dir }} + key: ${{ runner.os }}-pip-${{ hashFiles('requirements/edx/development.txt') }} + restore-keys: ${{ runner.os }}-pip- + + - name: Install Required Python Dependencies + run: | + pip install -r requirements/pip.txt + pip install -r requirements/edx/base.txt + - name: Initiate Mongo DB Service + run: sudo systemctl start mongod + + - name: Add node_modules bin to $Path + run: echo $GITHUB_WORKSPACE/node_modules/.bin >> $GITHUB_PATH + + - name: Run Static Assets Check + env: + LMS_CFG: lms/envs/bok_choy.yml + CMS_CFG: cms/envs/bok_choy.yml + + run: | + paver update_assets lms + paver update_assets cms + ``` + + - 通过配置文件内容可知,work­flow的触发条件是push(master),pull_request,并定义了static_assets_check job,运行在ubuntu系统上。 + + + +### 二、项目的历史轨迹分析 + +-------- + +- 关于项目的具体数据分析详见`10391073-edx-platform.ipynb`文件 + +- 可视化结果展示: + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\1.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\2.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\3.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\4.png) + +- 几个重要的时间节点: + + - 从上述可视化结果可以发现,openedx/edx-platform项目从发起之初到至今,始终保持一个较高的活跃水平。 + - 开源项目开发者的活跃度与项目本身的关注度和活跃度有很大的关系:本项目在2015年上半年、2020-2021年期间的活跃度日益增加,相应的活跃的开发者的数量也呈上升趋势。 + - 项目在2020.1-2021.12年期间受到较多的关注,期间发布了三个版本的更新(Open edX Koa Release & Open edX Lilac Release & Open edX Maple Release),项目与日俱增的issues/PRs也获得了及时的反馈和修改。 + + + +### 三、 针对活跃项目和归档项目的分析与思考 + +------- + +#### 3.1 项目基础数据变化趋势的对比 + +- **每月新增 Star 和 Fork 的个数** + + ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\1.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\1.png) + + - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 + + - 从“每月新增 Star /Fork 数”变化趋势图可以看到,`angular/material`的获得关注的程度在项目开始的一年时间内(即2015-2016年期间)呈上升趋势,2016-2017年期间活跃度日益下降,从2017-至今基本趋于个位数,**越来越低的关注度**成为该项目被归档的一个直接因素。 + + - 从“每月新增 Star /Fork 数”变化趋势图可以看到,`openedx/edx-platform`从项目开始之初到至今,始终维持在一个较高关注度的状态,每月新增关注数均在百万级以上;除了项目刚发起的时间内,在2020-2022年期间,项目的关注度再次呈现一个上升的趋势,甚至多次创造了关注度的峰值,由此可以发现,计算教育领域在近些年里**获得了越来越多的关注**。 + + + +- **每月打开 Issue 和 关闭 Issue 的个数** + + ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\2.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\2.png) + + - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 + + - 从“每月打开 /关闭issues数量”变化趋势图可以看到,`angular/material`项目在初始阶段有较多的issues,且关闭的issues数量普遍小于打开的issues数量;自2017年之后,该指标逐步趋于个位数,直到项目被归档;而`openedx/edx-platform`从项目开始之初到至今,每月的issues数量较为稳定,且关闭的issues数量与打开的issues数量基本持平,说明该项目的贡献者较为活跃,能尽快的处理新提出的issues。 + + - 从“每月打开 /关闭issues数量”上分析(详见下图),从2015.1-2016.12期间,`angular/material`项目的每月打开issues数量基本是`openedx/edx-platform`项目的十倍左右,而`angular/material`**每月关闭issues数量要远小于该项目的打开issues数量**,且仅是`openedx/edx-platform`项目的三倍左右。 + + - 从以上分析可以得出: + + - `angular/material`项目在该指标上虽整体上呈下降趋势,但在项目之初受到的关注度仍是较高的,但**没有得到及时的反馈与处理**,此差异可能是导致项目最终被归档的一个重要因素; + - `openedx/edx-platform`项目在该指标上整体上呈上升趋势,单月的具体数值虽只有百位级,但总体上是较为稳定的,说明该项目**有较稳定的开发者社区来维护整个项目的更新迭代**,这也是该项目生命力旺盛的一个重要原因。 + +
+ + +
+ + + + +- **每月打开 PR 和合入PR 的个数** + + ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\3.png) + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\3.png) + + - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 + + - 与上一指标的变化趋势类似,从“每月打开 / 合入PR 的个数”变化趋势图可以看到,`angular/material`在项目初始阶段较为活跃,后期逐渐趋于个位数,并且在项目运行阶段**打开的PRs数量要高于合入的PRs数量**,这再一次说明该项目的PRs没有得到开发者社区及时的反馈处理;而`openedx/edx-platform`在2015-2016年以及2020-2021年期间发生两次剧烈上升的趋势,中间阶段始终维持在一个比较稳定的状态,**打开的PRs数与合入的PRs呈持平状态**。 + + - 不同于上一指标的数量差异,从“每月打开 / 合入PR 的个数”上看,`angular/material`对应的数量要小于`openedx/edx-platform`,两个指标的差异再次说明,**`openedx/edx-platform`开发者社区的活跃程度以及反馈速度要远胜于`angular/material`。** + + + +#### 3.2 开发者数量变化趋势的对比 + +![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\4.png) + +![](E:\DaSE2021-2022(下)\开源\FinalProject\images\4.png) + +- 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 + +- 从“每月活跃的开发者数量”变化趋势图可以看到,`angular/material`项目在2015-2017年期间活跃的开发者数量较多,且**先上升后下降的趋势**,2017年之后数量逐渐下降;而`openedx/edx-platform`项目的活跃开发者数量从2015年到至今**始终保持在千位级别**,处于稳定发展的状态。 + +- 两个项目在这一指标上的差异明确表现出,开发者的活跃程度对项目的生命力起着至关重要的作用。 + + + + +#### 3.3 项目版本发布频率分析 + +- `angular/material`共发布版本16次,`openedx/edx-platform`共发布版本14次,其发布具体时间如下图所示: + + ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\7.png) + + - 从上图可以发现,`openedx/edx-platform`项目从2015-2022年期间始终以一个较稳定的频率(一年之内)发布项目的更新版本;而`angular/material`项目在发布前两个版本之后,中间有五年(2016-2020年)的空闲期并未发布任何更新版本,这段时间也是该项目被Star/Fork、打开/关闭Issues、打开/合入PRs数、活跃开发者数量最少的一年。 + + - 从项目版本发布频率的角度可以看出,**维护者社区能否积极迭代开源项目**对于项目本身的活跃度和生命力起着至关重要的作用。 + + + +#### 3.4 对于项目发展到活跃/归档影响因素的总结与思考 + +- 开源项目的维护是一件长期且艰巨的工作,对于开源维护者而言,**社区的支持和团队的合作**是开源项目的主要动力来源,然而获得社区支持和积极的贡献者是一个巨大的挑战。我们都希望技术人员能够找到自己的开源项目,并开始做出贡献,但现实是能够积极且坚持投入到其中的技术人员仅在少数;并且,如何在众多开源项目中吸引技术人员参与你所在的开源项目中,也是十分重要的。试想一下,开发人员每天创建好几个公共存储库,但是没有人知道这些存储库的存在;如果开源项目没有社区协作的参与,其实并为真正获得开源的优势。 + +- 因此,如何保持开源项目的活跃度,在以下方面可以获得启发: + + - **主动推广开源项目**。如何在数以万计的开源项目中脱颖而出,获得更多开发者的关注,主动的“推销宣传”是必不可少的。维护者社区通过多种渠道来宣传自己的项目,如举办会议讲座、线下Meeting活动、线上Blog平台发文宣传等,增加项目的曝光率。 + + + - **建立稳定的、积极的贡献者社区**,获得社区支持。社区是开源的很大一部分组成成分,也是一个成功开源项目的基石。社区支持是双向的,为了维持社区的支持,及时的提供社区成员适当的奖励是一个很好的方法,如,在README中公开贡献者/维护者列表,以表示对其开发贡献的认可,同时也可以激励更多成员参与。 + - **营造健康的、有秩序的社区环境**。在开源项目中**规范行为准则**,有助于社区成员高效及时的交流,同时也能够更快的让新手认识并参与到其中;若有人不遵守规则,也应该具有相应的处罚办法。此外,一个活跃的开源项目往往**具有一个开放讨论的空间**,通常来说,贡献者加入一个开源社区是为了和志同道合的技术人员交朋友,或者是他们遇到一个技术问题却找不到人进行咨询。开源项目的维护者经常使用一些工具来搭建一个开放讨论的平台,让贡献者能够沟通、交流。例如:GitHub Discussions、Discord等。 + - **保持开源项目的“持续性”。**开源项目的活跃度往往是具有正反馈性的:人们往往会更愿意参与一个活跃的项目,随着贡献者的不断增多,项目会得到更多的代码支持以及更多的关注度。因此,作为开源项目的维护者,即使没有其他的贡献者,也要保持你自己的贡献是积极的。 + + + +### 参考材料 + +---------- + +> 1. openedx官网:https://openedx.org/ +> 2. openedx文档:https://docs.edx.org/ +> 3. angular/material链接:https://github.com/angular/material +> 4. https://baijiahao.baidu.com/s?id=1736776368554284633&wfr=spider&for=pc diff --git a/37-edx-platform.pdf b/37-edx-platform.pdf new file mode 100644 index 0000000000000000000000000000000000000000..499c93f4d64baa091951e56f1c96e3ddd332bed3 GIT binary patch literal 847394 zcma&NbCBdg(=|G_ZQC|>)MMMWjUC&zJv-)(ZF9%AZQpsG_q%c9jkte&9Z?;bS$R(V z&{?OVqMBSm6hP0+zzIVh@biIzVP+v>BCE1T}(wyjqOcL zVHjmh?aW;)h}b#Um|z41V4Pi?Obu;eJhHoVR%7Y7?R;u$!_7fsm!u?ndwESdeIY?E!*^XsWW33|M z_A_X}@fh+^ETP*22N{94VIMJYwW4MOlL53iF^%eKvZG|UvXr}GIE!5RVr-tP*g*s6 zMqp7rb6ibNG6N-+RrMGnT1qB*eML00O>cGGwUWzN)$i<6NVleUCJd#Et^s(u`4kJTG@w4;IYhjnaJ0) zFE=V=&tM2*-Yodn4iby_YaW-)bw>SpOI%*A$;&=2xK}8JO4}1lN zG6Ma|+y=_lt{CctT;J}E3a7SP#R1k$UNf;lX1|42jyp$p8nPH60%Xcx0RuC1CSTbD zGfCFc1r7*?o7T9otiOT_Lo-$$b~$AXr>%7o25u(xPtcD8G;7K5zo4iV4^>w+nf0UD zcU@q*P%;tS6&S~bR=SA-%L&zc+qo?Boxij|k(0zp2;VMAD_AinD3nP`r#z6R0?QHtU_TY1y5chVtEsC-uX9{QrweJ4W# z=ip@Xv56Hv&IE_Hd>aa6ROk^BbZn7-qyHwakV&9-WQlkE0wmZ{ijZ&rAu00RT5=Uh z3&14>FYrd&vNB-SRr?o~4r69(jDg}v)FGPJK_HvOqn0y-#COg@%~uVtZ9`8H%Tk(B z;FF@Gma(d7kiINh0aqwGj@~d!<{)s#j2n#@3Z)Fyz`8A|VDL6BiH1{8To%_!6t&bu z+gSm_F6e!=L3-%)UQQMk$J;8_4Gd- zefZXd_3f*N2-5YGS-DXK^dH(@v2$}GTp6PuVI0<^5S#o%UAWRUgX4gi%RpN5mJ{Ev zh0qUb7eE>(HSh&@6;hWv5%ZrIaSfs@p@sYQ6IpgMFR}SmAt=qpmO2vQ2*-pYAN7R}+{RIUUhpX&1n8r>y74-rBx(CjHiu?FV3~V2?o+dqE1ea9I zKyc1P6w4oWxjAv5ijHfMk;mGE&i#XRHlUM>8Aj`|({4c&XUjYu@D$-GcMubt^aqZq zh(+m0pjSxa4XDso0lOTQMnp#u+me=s)KSQ^SoL9lMObS@GFG^Fx=w}+cp@G`<47JG z)B^Bto2{j=>-j)+=>Y!=I4|RU0&ELgS zFjoG|iUFo_D^1KS2eQvR^AE<+VM_YM4Z)VFOot1|8sIN9H1PHjgm$cy(vswGl`VdU_N}m)O`WV0ZeVU`9AfS>3#9NdHrsgN7f*axX z+ZzT#wG3rz)3)jkebxMpXv_F{++pO7r1s-ftLbX}o5(rVX?+iGwXV&I_e%FySG1vk zuNU7g?zMYlaiB7xzb0Xsze=N{jNQ@?? 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第三部分:刘颖凡 \ No newline at end of file From b39f1cf31e868c972928aab1d638c8792f3efa65 Mon Sep 17 00:00:00 2001 From: wangyuanzhao <51215903074@stu.ecnu.edu.cn> Date: Mon, 25 Jul 2022 20:40:02 +0800 Subject: [PATCH 4/5] done --- .../37-edx-platform.ipynb | 0 .../37-edx-platform.pdf | Bin README.md => 37-edx-platform/README.md | 4 ++-- 3 files changed, 2 insertions(+), 2 deletions(-) rename 37-edx-platform.ipynb => 37-edx-platform/37-edx-platform.ipynb (100%) rename 37-edx-platform.pdf => 37-edx-platform/37-edx-platform.pdf (100%) rename README.md => 37-edx-platform/README.md (61%) diff --git a/37-edx-platform.ipynb b/37-edx-platform/37-edx-platform.ipynb similarity index 100% rename from 37-edx-platform.ipynb rename to 37-edx-platform/37-edx-platform.ipynb diff --git a/37-edx-platform.pdf b/37-edx-platform/37-edx-platform.pdf similarity index 100% rename from 37-edx-platform.pdf rename to 37-edx-platform/37-edx-platform.pdf diff --git a/README.md b/37-edx-platform/README.md similarity index 61% rename from README.md rename to 37-edx-platform/README.md index 87dc3e1..c16509d 100644 --- a/README.md +++ b/37-edx-platform/README.md @@ -1,8 +1,8 @@ # OSSDevGov2022 -### 期中作业要求 +### 期末作业要求 -https://shimo.im/docs/16q8MyXbRyTGNRk7 +https://shimo.im/docs/vU9we2qsVdkpJ1em/read 分工: + 第一部分:魏如蓝 From 21a6f3e7ddc715e47006b3d5aa049b65a46cf2ad Mon Sep 17 00:00:00 2001 From: wangyuanzhao <51215903074@stu.ecnu.edu.cn> Date: Mon, 25 Jul 2022 20:48:36 +0800 Subject: [PATCH 5/5] done --- 37-edx-platform.md | 300 -------------------------------------- 37-edx-platform/README.md | 10 -- README.md | 7 + 3 files changed, 7 insertions(+), 310 deletions(-) delete mode 100644 37-edx-platform.md delete mode 100644 37-edx-platform/README.md create mode 100644 README.md diff --git a/37-edx-platform.md b/37-edx-platform.md deleted file mode 100644 index d06eead..0000000 --- a/37-edx-platform.md +++ /dev/null @@ -1,300 +0,0 @@ -

开源课程期末作业

- -| 归档开源项目名称 | 10391073-openedx/edx-platform | -| :--------------: | :---------------------------: | -| **小组成员** | 刘颖凡 51215903009 | -| | 魏如蓝 51215903002 | -| | 王原昭 51215903074 | - - - -### 一、项目的基本背景和发展历程介绍 - ------ - -#### 1.1 项目基本情况 - -- 项目openedx/edx-platform是github中一个高度流行的开源项目,自2011年12月开始创建维护 - -- openedx是一个集合多种机器学习资源、分布式、负载均衡等最新技术的一个开源平台。平台旨在展示最新的学习科学和教学设计,由开发人员、技术提供商、研究团队和用户社区推动发展。 - -- openedx可以通过ubuntu、docker、django、react来构建,并可以运行在amazon、google、IBM、Azure等云服务平台上。它的开放式学习管理系统(LMS)可以为学习者、课程团队和教师在整个课程期间提供数据支持。包含可以发布课程、发布讨论板、管理团队和群组、编辑成绩以及与学习者交流的教师视图;可以通过他们的学习者仪表板访问他们的个人资料、检查他们的注册状态并浏览课程的学习者视图。LMS 可用于桌面、iOS 和 Android 版本,提供对课程内容和支持基础设施(时间表、讨论板、协作工具、学生管理、证书生成、消息传递等)的访问,同样支持在线课程、在线校园和在线学位课程,并且可根据学习者特质定制独特的学习体验。 - -- 此外,Open edX Insights 提供以学习者为中心的智能分析,帮助教师了解学习者如何参与课程材料。内置报告可帮助教师和课程团队管理任何规模的群组的在线内容。学习团队可以利用现有数据构建自定义自适应内容并将数据存储在仓库或学习记录存储 (LRS) 中。 - -- openedx的开发语言构成如下: - - + Python 54.1% - + JavaScript 28.2% - + HTML 14.2% - + SCSS 3.0% - + CSS 0.4% - + Shell 0.1% - - - - -#### 1.2 版本发布历史 - -- openedx共发布了14个版本: - - + 第一个版本发布于2014-10-28(Aspen) - + 最后一个版本发布于 2022-04-12(Nutmeg) - - - - - -#### 1.3 主要贡献者 - -项目参与者众多,主要参与者(commit次数大于100)有如下9位: - -- **cpennington** - - - 国家或地区:Arlington, MA - - - 所属公司或组织:Reify Health - - - 该作者主要参与openedx的早期工作,主要贡献在2012年至2015年之间,并持续贡献至2021年,共有2219次commit,是对openedx贡献排名度第一的作者。该作者目前是Reify Health公司的staff engineer,虽然2021年之后活跃度明显降低,但至今仍在github活动。 - -- **VikParuchuri** - - - 国家或地区:San Francisco, CA - - 所属公司或组织:dataquestio - - 该作者是openedx早期提交最多的作者(900次commit),全部集中于2013年。目前仍活跃在github,最近一次github提交在2022年6月27日,主要工作用Python完成。 - -- **talbs** - - - 国家或地区:Boston, MA - - 所属公司或组织:FortAwesome - - 该作者是openedx中期的主要贡献者,主要贡献在2013年至2015年之间,至今仍活跃在github,过去的一年中完成了556次contributions,主要工作用JavaScript和Python完成。 - -- **nedbat** - - - 国家或地区:Boston - - 所属公司或组织:2U/edX on Open edX. - - nedbat是一名python开发者和社区组织者,该作者从2013年开始参与对openedx项目的贡献,一直持续到现在,仍然在为openedx工作,主要负责2U/edX的部分,至今仍活跃在github,过去的一年中完成了3484次contributions,主要工作用Python完成。 - - - -#### 1.4 CI/CD的使用 - -- **CI (Continuous integration, 持续集成)** - - 在持续集成环境中,开发人员将会频繁的提交代码到主干。这些新提交在最终合并到主线之前,都需要通过编译和自动化测试流进行验证。这样做是基于之前持续集成过程中很重视自动化测试验证结果,以保障所有的提交在合并主线之后的质量问题,对可能出现的一些问题进行预警。 - -- **CD(持续集成/持续交付)** - - - 持续交付(Continuous delivery)指的是,频繁地将软件的新版本,交付给质量团队或者用户,以供评审。如果评审通过,代码就进入生产阶段。 持续交付可以看作持续集成的下一步。它强调的是,不管怎么更新,软件是随时随地可以交付的。 - - 持续部署(continuous deployment)是持续交付的下一步,指的是代码通过评审以后,自动部署到生产环境。持续部署的目标是,代码在任何时刻都是可部署的,可以进入生产阶段。 - -- **GitHub Actions** - - - 本项目使用Github Actions。Github Actions是由Github创建的 CI/CD服务。 它的目的是使所有软件开发工作流程的自动化变得容易。 直接从GitHub构建,测试和部署代码。CI(持续集成)由很多操作组成,比如代码合并、运行测试、登录远程服务器,发布到第三方服务等等。GitHub 把这些操作就称为 actions。 - - GitHub Ac­tions 的配置文件叫做 work­flow 文件,可以在openedx代码仓库中的`.github/workflows` 目录中看到多个以.yml结尾的配置文件,选取最近更新的static-assets-check.yml,其内容如下: - - ```yaml - name: static assets check for lms and cms - - on: - pull_request: - push: - branches: - - master - - jobs: - static_assets_check: - name: static-assets-check - runs-on: ${{ matrix.os }} - strategy: - matrix: - os: [ ubuntu-20.04 ] - python-version: [ 3.8 ] - node-version: [ 16 ] - npm-version: [ 8.5.x ] - - steps: - - name: Checkout repo - uses: actions/checkout@v2 - - - name: Setup Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 - with: - python-version: ${{ matrix.python-version }} - - - name: Setup Node - uses: actions/setup-node@v2 - with: - node-version: ${{ matrix.node-version }} - - - name: Setup npm - run: npm i -g npm@${{ matrix.npm-version }} - - - name: Get pip cache dir - id: pip-cache-dir - run: | - echo "::set-output name=dir::$(pip cache dir)" - - name: Cache pip dependencies - id: cache-dependencies - uses: actions/cache@v2 - with: - path: ${{ steps.pip-cache-dir.outputs.dir }} - key: ${{ runner.os }}-pip-${{ hashFiles('requirements/edx/development.txt') }} - restore-keys: ${{ runner.os }}-pip- - - - name: Install Required Python Dependencies - run: | - pip install -r requirements/pip.txt - pip install -r requirements/edx/base.txt - - name: Initiate Mongo DB Service - run: sudo systemctl start mongod - - - name: Add node_modules bin to $Path - run: echo $GITHUB_WORKSPACE/node_modules/.bin >> $GITHUB_PATH - - - name: Run Static Assets Check - env: - LMS_CFG: lms/envs/bok_choy.yml - CMS_CFG: cms/envs/bok_choy.yml - - run: | - paver update_assets lms - paver update_assets cms - ``` - - - 通过配置文件内容可知,work­flow的触发条件是push(master),pull_request,并定义了static_assets_check job,运行在ubuntu系统上。 - - - -### 二、项目的历史轨迹分析 - --------- - -- 关于项目的具体数据分析详见`10391073-edx-platform.ipynb`文件 - -- 可视化结果展示: - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\1.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\2.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\3.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\4.png) - -- 几个重要的时间节点: - - - 从上述可视化结果可以发现,openedx/edx-platform项目从发起之初到至今,始终保持一个较高的活跃水平。 - - 开源项目开发者的活跃度与项目本身的关注度和活跃度有很大的关系:本项目在2015年上半年、2020-2021年期间的活跃度日益增加,相应的活跃的开发者的数量也呈上升趋势。 - - 项目在2020.1-2021.12年期间受到较多的关注,期间发布了三个版本的更新(Open edX Koa Release & Open edX Lilac Release & Open edX Maple Release),项目与日俱增的issues/PRs也获得了及时的反馈和修改。 - - - -### 三、 针对活跃项目和归档项目的分析与思考 - -------- - -#### 3.1 项目基础数据变化趋势的对比 - -- **每月新增 Star 和 Fork 的个数** - - ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\1.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\1.png) - - - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 - - - 从“每月新增 Star /Fork 数”变化趋势图可以看到,`angular/material`的获得关注的程度在项目开始的一年时间内(即2015-2016年期间)呈上升趋势,2016-2017年期间活跃度日益下降,从2017-至今基本趋于个位数,**越来越低的关注度**成为该项目被归档的一个直接因素。 - - - 从“每月新增 Star /Fork 数”变化趋势图可以看到,`openedx/edx-platform`从项目开始之初到至今,始终维持在一个较高关注度的状态,每月新增关注数均在百万级以上;除了项目刚发起的时间内,在2020-2022年期间,项目的关注度再次呈现一个上升的趋势,甚至多次创造了关注度的峰值,由此可以发现,计算教育领域在近些年里**获得了越来越多的关注**。 - - - -- **每月打开 Issue 和 关闭 Issue 的个数** - - ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\2.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\2.png) - - - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 - - - 从“每月打开 /关闭issues数量”变化趋势图可以看到,`angular/material`项目在初始阶段有较多的issues,且关闭的issues数量普遍小于打开的issues数量;自2017年之后,该指标逐步趋于个位数,直到项目被归档;而`openedx/edx-platform`从项目开始之初到至今,每月的issues数量较为稳定,且关闭的issues数量与打开的issues数量基本持平,说明该项目的贡献者较为活跃,能尽快的处理新提出的issues。 - - - 从“每月打开 /关闭issues数量”上分析(详见下图),从2015.1-2016.12期间,`angular/material`项目的每月打开issues数量基本是`openedx/edx-platform`项目的十倍左右,而`angular/material`**每月关闭issues数量要远小于该项目的打开issues数量**,且仅是`openedx/edx-platform`项目的三倍左右。 - - - 从以上分析可以得出: - - - `angular/material`项目在该指标上虽整体上呈下降趋势,但在项目之初受到的关注度仍是较高的,但**没有得到及时的反馈与处理**,此差异可能是导致项目最终被归档的一个重要因素; - - `openedx/edx-platform`项目在该指标上整体上呈上升趋势,单月的具体数值虽只有百位级,但总体上是较为稳定的,说明该项目**有较稳定的开发者社区来维护整个项目的更新迭代**,这也是该项目生命力旺盛的一个重要原因。 - -
- - -
- - - - -- **每月打开 PR 和合入PR 的个数** - - ![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\3.png) - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\3.png) - - - 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 - - - 与上一指标的变化趋势类似,从“每月打开 / 合入PR 的个数”变化趋势图可以看到,`angular/material`在项目初始阶段较为活跃,后期逐渐趋于个位数,并且在项目运行阶段**打开的PRs数量要高于合入的PRs数量**,这再一次说明该项目的PRs没有得到开发者社区及时的反馈处理;而`openedx/edx-platform`在2015-2016年以及2020-2021年期间发生两次剧烈上升的趋势,中间阶段始终维持在一个比较稳定的状态,**打开的PRs数与合入的PRs呈持平状态**。 - - - 不同于上一指标的数量差异,从“每月打开 / 合入PR 的个数”上看,`angular/material`对应的数量要小于`openedx/edx-platform`,两个指标的差异再次说明,**`openedx/edx-platform`开发者社区的活跃程度以及反馈速度要远胜于`angular/material`。** - - - -#### 3.2 开发者数量变化趋势的对比 - -![](E:\DaSE2021-2022(下)\开源\MiddleProject\images\4.png) - -![](E:\DaSE2021-2022(下)\开源\FinalProject\images\4.png) - -- 上图为归档项目`angular/material`,下图为活跃项目`openedx/edx-platform`。 - -- 从“每月活跃的开发者数量”变化趋势图可以看到,`angular/material`项目在2015-2017年期间活跃的开发者数量较多,且**先上升后下降的趋势**,2017年之后数量逐渐下降;而`openedx/edx-platform`项目的活跃开发者数量从2015年到至今**始终保持在千位级别**,处于稳定发展的状态。 - -- 两个项目在这一指标上的差异明确表现出,开发者的活跃程度对项目的生命力起着至关重要的作用。 - - - - -#### 3.3 项目版本发布频率分析 - -- `angular/material`共发布版本16次,`openedx/edx-platform`共发布版本14次,其发布具体时间如下图所示: - - ![](E:\DaSE2021-2022(下)\开源\FinalProject\images\7.png) - - - 从上图可以发现,`openedx/edx-platform`项目从2015-2022年期间始终以一个较稳定的频率(一年之内)发布项目的更新版本;而`angular/material`项目在发布前两个版本之后,中间有五年(2016-2020年)的空闲期并未发布任何更新版本,这段时间也是该项目被Star/Fork、打开/关闭Issues、打开/合入PRs数、活跃开发者数量最少的一年。 - - - 从项目版本发布频率的角度可以看出,**维护者社区能否积极迭代开源项目**对于项目本身的活跃度和生命力起着至关重要的作用。 - - - -#### 3.4 对于项目发展到活跃/归档影响因素的总结与思考 - -- 开源项目的维护是一件长期且艰巨的工作,对于开源维护者而言,**社区的支持和团队的合作**是开源项目的主要动力来源,然而获得社区支持和积极的贡献者是一个巨大的挑战。我们都希望技术人员能够找到自己的开源项目,并开始做出贡献,但现实是能够积极且坚持投入到其中的技术人员仅在少数;并且,如何在众多开源项目中吸引技术人员参与你所在的开源项目中,也是十分重要的。试想一下,开发人员每天创建好几个公共存储库,但是没有人知道这些存储库的存在;如果开源项目没有社区协作的参与,其实并为真正获得开源的优势。 - -- 因此,如何保持开源项目的活跃度,在以下方面可以获得启发: - - - **主动推广开源项目**。如何在数以万计的开源项目中脱颖而出,获得更多开发者的关注,主动的“推销宣传”是必不可少的。维护者社区通过多种渠道来宣传自己的项目,如举办会议讲座、线下Meeting活动、线上Blog平台发文宣传等,增加项目的曝光率。 - - - - **建立稳定的、积极的贡献者社区**,获得社区支持。社区是开源的很大一部分组成成分,也是一个成功开源项目的基石。社区支持是双向的,为了维持社区的支持,及时的提供社区成员适当的奖励是一个很好的方法,如,在README中公开贡献者/维护者列表,以表示对其开发贡献的认可,同时也可以激励更多成员参与。 - - **营造健康的、有秩序的社区环境**。在开源项目中**规范行为准则**,有助于社区成员高效及时的交流,同时也能够更快的让新手认识并参与到其中;若有人不遵守规则,也应该具有相应的处罚办法。此外,一个活跃的开源项目往往**具有一个开放讨论的空间**,通常来说,贡献者加入一个开源社区是为了和志同道合的技术人员交朋友,或者是他们遇到一个技术问题却找不到人进行咨询。开源项目的维护者经常使用一些工具来搭建一个开放讨论的平台,让贡献者能够沟通、交流。例如:GitHub Discussions、Discord等。 - - **保持开源项目的“持续性”。**开源项目的活跃度往往是具有正反馈性的:人们往往会更愿意参与一个活跃的项目,随着贡献者的不断增多,项目会得到更多的代码支持以及更多的关注度。因此,作为开源项目的维护者,即使没有其他的贡献者,也要保持你自己的贡献是积极的。 - - - -### 参考材料 - ----------- - -> 1. openedx官网:https://openedx.org/ -> 2. openedx文档:https://docs.edx.org/ -> 3. angular/material链接:https://github.com/angular/material -> 4. https://baijiahao.baidu.com/s?id=1736776368554284633&wfr=spider&for=pc diff --git a/37-edx-platform/README.md b/37-edx-platform/README.md deleted file mode 100644 index c16509d..0000000 --- a/37-edx-platform/README.md +++ /dev/null @@ -1,10 +0,0 @@ -# OSSDevGov2022 - -### 期末作业要求 - -https://shimo.im/docs/vU9we2qsVdkpJ1em/read - -分工: -+ 第一部分:魏如蓝 -+ 第二部分:王原昭 -+ 第三部分:刘颖凡 \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..90aae1e --- /dev/null +++ b/README.md @@ -0,0 +1,7 @@ +# OSSDevGov2022 + +### 期中作业要求 + +https://shimo.im/docs/16q8MyXbRyTGNRk7 + +期中作业汇总:https://xlab2017.yuque.com/msdpvs/rpifg5/26295762 \ No newline at end of file