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@關于視頻分析技術在工業工程中的應用：ECRS工時分析軟件

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前言

計算機技術特別是視頻分析技術應用越來越廣，特別是在工業工程管理和改善業務中，國內已有多家研發創新ECRS工時分析軟件

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提示：ECRS分析法是取消、合并、重排、簡化四項合理化原則，針對制造過程中的作業合理性進行分析和優化的通用方法，將這一過程錄制視頻后就可以通過計算機功能將方法固化，提供給廣大IE工程師或改善專家使用

一、pandas是什么？

示例：pandas 是基于NumPy 的一種工具，該工具是為了解決數據分析任務而創建的。

二、使用步驟

1.引入庫

代碼如下（示例）：

import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns import warnings warnings.filterwarnings('ignore') import ssl ssl._create_default_https_context = ssl._create_unverified_context

2.讀入數據

代碼如下（示例）：

data = pd.read_csv('https://labfile.oss.aliyuncs.com/courses/1283/adult.data.csv') print(data.head())

該處使用的url網絡請求的數據。

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總結

提示：這里對文章進行總結：
例如：以上就是今天要講的內容，本文僅僅簡單介紹了pandas的使用，而pandas提供了大量能使我們快速便捷地處理數據的函數和方法。
軟件簡介：vioovi.com公司研發的ECRS工時分析軟件，是結合IE基礎改善和精益生產改善業務，開發的一款IT視頻分析工具，完全符合IE工程師和改善專員的業務操作，主要功能有：
一、工具主功能：
作業分析、動作分析、作業改善、工時測量、工時分析、效率分析
二、IE數據中心：針對IE工程師的全業務、全流程，以數據為核心，提供全場景應用。
動作分析、動素分解、作業循環分析、作業分析（單人作業、雙手作業、人機作業、聯合作業）、
工時測量、工時統計，輸出工時測量表、標準工時計算、標準工時表、異常工時表、浪費作業分析、視頻比較分析、多組作業循環分析、ECRS改善分析、作業流程分析表、人機作業分析表、山積圖（產線平衡表、山積表）、作業組合票、改善提案、改善后視頻、改善報告書、線平衡分析、工序流程改善、工序優化、IE數據中心、工時數據庫、標準工時庫、視頻數據庫、標準作業視頻庫、動作代碼庫、人力需求分析表、生產排位表、產品標準工時表、產能計算表、視頻SOP…

詳情：www.vioovi.com

您可以使用渲染LaTeX數學表達式 KaTeX:

Gamma公式展示 $\Gamma (n)=(n?1)!?n\in \mathbb{N}$ 是通過歐拉積分

$$\Gamma (z)={\int }_0^{\infty }{t}^{z?1}{e}^{?t}dt.$$

你可以找到更多關于的信息 LaTeX 數學表達式here.

新的甘特圖功能，豐富你的文章

Mon 06Mon 13Mon 20已完成 進行中 計劃一 計劃二 現有任務Adding GANTT diagram functionality to mermaid

• 關于 甘特圖 語法，參考 這兒,

UML 圖表

可以使用UML圖表進行渲染。 Mermaid. 例如下面產生的一個序列圖：

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.statediagram-cluster.statediagram-cluster-alt .inner{fill:#e0e0e0}#mermaid-svg-mvrVWmiL6X1L4wEc .statediagram-cluster .inner{rx:0;ry:0}#mermaid-svg-mvrVWmiL6X1L4wEc .statediagram-state rect.basic{rx:5px;ry:5px}#mermaid-svg-mvrVWmiL6X1L4wEc .statediagram-state rect.divider{stroke-dasharray:10,10;fill:#efefef}#mermaid-svg-mvrVWmiL6X1L4wEc .note-edge{stroke-dasharray:5}#mermaid-svg-mvrVWmiL6X1L4wEc .statediagram-note rect{fill:#fff5ad;stroke:#aa3;stroke-width:1px;rx:0;ry:0}:root{--mermaid-font-family: '"trebuchet ms", verdana, arial';--mermaid-font-family: "Comic Sans MS", "Comic Sans", cursive}#mermaid-svg-mvrVWmiL6X1L4wEc .error-icon{fill:#522}#mermaid-svg-mvrVWmiL6X1L4wEc .error-text{fill:#522;stroke:#522}#mermaid-svg-mvrVWmiL6X1L4wEc .edge-thickness-normal{stroke-width:2px}#mermaid-svg-mvrVWmiL6X1L4wEc .edge-thickness-thick{stroke-width:3.5px}#mermaid-svg-mvrVWmiL6X1L4wEc .edge-pattern-solid{stroke-dasharray:0}#mermaid-svg-mvrVWmiL6X1L4wEc .edge-pattern-dashed{stroke-dasharray:3}#mermaid-svg-mvrVWmiL6X1L4wEc .edge-pattern-dotted{stroke-dasharray:2}#mermaid-svg-mvrVWmiL6X1L4wEc .marker{fill:#333}#mermaid-svg-mvrVWmiL6X1L4wEc .marker.cross{stroke:#333}:root { --mermaid-font-family: "trebuchet ms", verdana, arial;}#mermaid-svg-mvrVWmiL6X1L4wEc {color: rgba(0, 0, 0, 0.75);font: ;}張三李四王五你好！李四, 最近怎么樣?你最近怎么樣，王五？我很好，謝謝!我很好，謝謝!李四想了很長時間, 文字太長了不適合放在一行.打量著王五...很好... 王五, 你怎么樣?張三李四王五

這將產生一個流程圖。:

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#sequencenumber{fill:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 #crosshead path{fill:#333;stroke:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 .messageText{fill:#333;stroke:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 .labelBox{stroke:#ccf;fill:#ECECFF}#mermaid-svg-X7MrB9fwCh1AAgW6 .labelText,#mermaid-svg-X7MrB9fwCh1AAgW6 .labelText>tspan{fill:#000;stroke:none}#mermaid-svg-X7MrB9fwCh1AAgW6 .loopText,#mermaid-svg-X7MrB9fwCh1AAgW6 .loopText>tspan{fill:#000;stroke:none}#mermaid-svg-X7MrB9fwCh1AAgW6 .loopLine{stroke-width:2px;stroke-dasharray:2, 2;stroke:#ccf;fill:#ccf}#mermaid-svg-X7MrB9fwCh1AAgW6 .note{stroke:#aa3;fill:#fff5ad}#mermaid-svg-X7MrB9fwCh1AAgW6 .noteText,#mermaid-svg-X7MrB9fwCh1AAgW6 .noteText>tspan{fill:#000;stroke:none}#mermaid-svg-X7MrB9fwCh1AAgW6 .activation0{fill:#f4f4f4;stroke:#666}#mermaid-svg-X7MrB9fwCh1AAgW6 .activation1{fill:#f4f4f4;stroke:#666}#mermaid-svg-X7MrB9fwCh1AAgW6 .activation2{fill:#f4f4f4;stroke:#666}#mermaid-svg-X7MrB9fwCh1AAgW6 .mermaid-main-font{font-family:"trebuchet ms", 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path{stroke-width:0}#mermaid-svg-X7MrB9fwCh1AAgW6 .today{fill:none;stroke:red;stroke-width:2px}#mermaid-svg-X7MrB9fwCh1AAgW6 .task{stroke-width:2}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText{text-anchor:middle;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText:not([font-size]){font-size:11px}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutsideRight{fill:#000;text-anchor:start;font-size:11px;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutsideLeft{fill:#000;text-anchor:end;font-size:11px}#mermaid-svg-X7MrB9fwCh1AAgW6 .task.clickable{cursor:pointer}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText.clickable{cursor:pointer;fill:#003163 !important;font-weight:bold}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutsideLeft.clickable{cursor:pointer;fill:#003163 !important;font-weight:bold}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutsideRight.clickable{cursor:pointer;fill:#003163 !important;font-weight:bold}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText0,#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText1,#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText2,#mermaid-svg-X7MrB9fwCh1AAgW6 .taskText3{fill:#fff}#mermaid-svg-X7MrB9fwCh1AAgW6 .task0,#mermaid-svg-X7MrB9fwCh1AAgW6 .task1,#mermaid-svg-X7MrB9fwCh1AAgW6 .task2,#mermaid-svg-X7MrB9fwCh1AAgW6 .task3{fill:#8a90dd;stroke:#534fbc}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutside0,#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutside2{fill:#000}#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutside1,#mermaid-svg-X7MrB9fwCh1AAgW6 .taskTextOutside3{fill:#000}#mermaid-svg-X7MrB9fwCh1AAgW6 .active0,#mermaid-svg-X7MrB9fwCh1AAgW6 .active1,#mermaid-svg-X7MrB9fwCh1AAgW6 .active2,#mermaid-svg-X7MrB9fwCh1AAgW6 .active3{fill:#bfc7ff;stroke:#534fbc}#mermaid-svg-X7MrB9fwCh1AAgW6 .activeText0,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeText1,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeText2,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeText3{fill:#000 !important}#mermaid-svg-X7MrB9fwCh1AAgW6 .done0,#mermaid-svg-X7MrB9fwCh1AAgW6 .done1,#mermaid-svg-X7MrB9fwCh1AAgW6 .done2,#mermaid-svg-X7MrB9fwCh1AAgW6 .done3{stroke:grey;fill:#d3d3d3;stroke-width:2}#mermaid-svg-X7MrB9fwCh1AAgW6 .doneText0,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneText1,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneText2,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneText3{fill:#000 !important}#mermaid-svg-X7MrB9fwCh1AAgW6 .crit0,#mermaid-svg-X7MrB9fwCh1AAgW6 .crit1,#mermaid-svg-X7MrB9fwCh1AAgW6 .crit2,#mermaid-svg-X7MrB9fwCh1AAgW6 .crit3{stroke:#f88;fill:red;stroke-width:2}#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCrit0,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCrit1,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCrit2,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCrit3{stroke:#f88;fill:#bfc7ff;stroke-width:2}#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCrit0,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCrit1,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCrit2,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCrit3{stroke:#f88;fill:#d3d3d3;stroke-width:2;cursor:pointer;shape-rendering:crispEdges}#mermaid-svg-X7MrB9fwCh1AAgW6 .milestone{transform:rotate(45deg) scale(0.8, 0.8)}#mermaid-svg-X7MrB9fwCh1AAgW6 .milestoneText{font-style:italic}#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCritText0,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCritText1,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCritText2,#mermaid-svg-X7MrB9fwCh1AAgW6 .doneCritText3{fill:#000 !important}#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCritText0,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCritText1,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCritText2,#mermaid-svg-X7MrB9fwCh1AAgW6 .activeCritText3{fill:#000 !important}#mermaid-svg-X7MrB9fwCh1AAgW6 .titleText{text-anchor:middle;font-size:18px;fill:#000;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 g.classGroup text{fill:#9370db;stroke:none;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family);font-size:10px}#mermaid-svg-X7MrB9fwCh1AAgW6 g.classGroup text .title{font-weight:bolder}#mermaid-svg-X7MrB9fwCh1AAgW6 g.clickable{cursor:pointer}#mermaid-svg-X7MrB9fwCh1AAgW6 g.classGroup rect{fill:#ECECFF;stroke:#9370db}#mermaid-svg-X7MrB9fwCh1AAgW6 g.classGroup line{stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 .classLabel .box{stroke:none;stroke-width:0;fill:#ECECFF;opacity:0.5}#mermaid-svg-X7MrB9fwCh1AAgW6 .classLabel .label{fill:#9370db;font-size:10px}#mermaid-svg-X7MrB9fwCh1AAgW6 .relation{stroke:#9370db;stroke-width:1;fill:none}#mermaid-svg-X7MrB9fwCh1AAgW6 .dashed-line{stroke-dasharray:3}#mermaid-svg-X7MrB9fwCh1AAgW6 #compositionStart{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #compositionEnd{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #aggregationStart{fill:#ECECFF;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #aggregationEnd{fill:#ECECFF;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #dependencyStart{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #dependencyEnd{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #extensionStart{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 #extensionEnd{fill:#9370db;stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 .commit-id,#mermaid-svg-X7MrB9fwCh1AAgW6 .commit-msg,#mermaid-svg-X7MrB9fwCh1AAgW6 .branch-label{fill:lightgrey;color:lightgrey;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 .pieTitleText{text-anchor:middle;font-size:25px;fill:#000;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 .slice{font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 g.stateGroup text{fill:#9370db;stroke:none;font-size:10px;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 g.stateGroup text{fill:#9370db;fill:#333;stroke:none;font-size:10px}#mermaid-svg-X7MrB9fwCh1AAgW6 g.statediagram-cluster .cluster-label text{fill:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 g.stateGroup .state-title{font-weight:bolder;fill:#000}#mermaid-svg-X7MrB9fwCh1AAgW6 g.stateGroup rect{fill:#ECECFF;stroke:#9370db}#mermaid-svg-X7MrB9fwCh1AAgW6 g.stateGroup line{stroke:#9370db;stroke-width:1}#mermaid-svg-X7MrB9fwCh1AAgW6 .transition{stroke:#9370db;stroke-width:1;fill:none}#mermaid-svg-X7MrB9fwCh1AAgW6 .stateGroup .composit{fill:white;border-bottom:1px}#mermaid-svg-X7MrB9fwCh1AAgW6 .stateGroup .alt-composit{fill:#e0e0e0;border-bottom:1px}#mermaid-svg-X7MrB9fwCh1AAgW6 .state-note{stroke:#aa3;fill:#fff5ad}#mermaid-svg-X7MrB9fwCh1AAgW6 .state-note text{fill:black;stroke:none;font-size:10px}#mermaid-svg-X7MrB9fwCh1AAgW6 .stateLabel .box{stroke:none;stroke-width:0;fill:#ECECFF;opacity:0.7}#mermaid-svg-X7MrB9fwCh1AAgW6 .edgeLabel text{fill:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 .stateLabel text{fill:#000;font-size:10px;font-weight:bold;font-family:'trebuchet ms', verdana, arial;font-family:var(--mermaid-font-family)}#mermaid-svg-X7MrB9fwCh1AAgW6 .node circle.state-start{fill:black;stroke:black}#mermaid-svg-X7MrB9fwCh1AAgW6 .node circle.state-end{fill:black;stroke:white;stroke-width:1.5}#mermaid-svg-X7MrB9fwCh1AAgW6 #statediagram-barbEnd{fill:#9370db}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-cluster rect{fill:#ECECFF;stroke:#9370db;stroke-width:1px}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-cluster rect.outer{rx:5px;ry:5px}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-state .divider{stroke:#9370db}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-state .title-state{rx:5px;ry:5px}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-cluster.statediagram-cluster .inner{fill:white}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-cluster.statediagram-cluster-alt .inner{fill:#e0e0e0}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-cluster .inner{rx:0;ry:0}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-state rect.basic{rx:5px;ry:5px}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-state rect.divider{stroke-dasharray:10,10;fill:#efefef}#mermaid-svg-X7MrB9fwCh1AAgW6 .note-edge{stroke-dasharray:5}#mermaid-svg-X7MrB9fwCh1AAgW6 .statediagram-note rect{fill:#fff5ad;stroke:#aa3;stroke-width:1px;rx:0;ry:0}:root{--mermaid-font-family: '"trebuchet ms", verdana, arial';--mermaid-font-family: "Comic Sans MS", "Comic Sans", cursive}#mermaid-svg-X7MrB9fwCh1AAgW6 .error-icon{fill:#522}#mermaid-svg-X7MrB9fwCh1AAgW6 .error-text{fill:#522;stroke:#522}#mermaid-svg-X7MrB9fwCh1AAgW6 .edge-thickness-normal{stroke-width:2px}#mermaid-svg-X7MrB9fwCh1AAgW6 .edge-thickness-thick{stroke-width:3.5px}#mermaid-svg-X7MrB9fwCh1AAgW6 .edge-pattern-solid{stroke-dasharray:0}#mermaid-svg-X7MrB9fwCh1AAgW6 .edge-pattern-dashed{stroke-dasharray:3}#mermaid-svg-X7MrB9fwCh1AAgW6 .edge-pattern-dotted{stroke-dasharray:2}#mermaid-svg-X7MrB9fwCh1AAgW6 .marker{fill:#333}#mermaid-svg-X7MrB9fwCh1AAgW6 .marker.cross{stroke:#333}:root { --mermaid-font-family: "trebuchet ms", verdana, arial;}#mermaid-svg-X7MrB9fwCh1AAgW6 {color: rgba(0, 0, 0, 0.75);font: ;}鏈接長方形圓圓角長方形菱形

• 關于 Mermaid 語法，參考 這兒,

FLowchart流程圖

我們依舊會支持flowchart的流程圖：

Created with Rapha?l 2.2.0開始我的操作確認？結束yesno

• 關于 Flowchart流程圖 語法，參考 這兒.

導出與導入

導出

如果你想嘗試使用此編輯器, 你可以在此篇文章任意編輯。當你完成了一篇文章的寫作, 在上方工具欄找到 文章導出 ，生成一個.md文件或者.html文件進行本地保存。

導入

如果你想加載一篇你寫過的.md文件，在上方工具欄可以選擇導入功能進行對應擴展名的文件導入，
繼續你的創作。

總結

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