STATISTICS FOR THE INFORMATION AGE
chart1

二、总体单位与标志
(一)总体单位 1、概念:构成总体的各个个体称为总体单位。 它是构成总体的基础,简称单位。 调查单位、样本单位。
总体与总体单位的概念是相对而言的,随 着研究任务的改变而改变。同一研究对象, 在一种情况下为总体,在另一种情况下可能 是单位。 e.g.要了解全国大学学生消费情况,全部大学就构
3.分类
根据包含的单位数是否可数可分为: a.有限总体:总体所包含的元素有限可数。 e.g.若干企业构成的总体;一批待检验使用寿命的灯 泡等。 b.无限总体:总体所包含的元素无限不可数。 e.g.试验数据构成的总体;车间的湿度或温度。
(二)样本 定义:是从总体中随机抽取部分单位所构 成的集合体。又叫抽样总体、子样 。 构成样本的单元的数目称为样本容量。
1.统计指标的内涵 是反映统计总体数量特征的概念和数值。
统计指标 指标名称:是统计所研究现象的科学概念。 指标数值:简称指标值,是统计所研究现象 的具体数量综合的结果。
e.g.1.我国2001年末移动电话用户数为14480 万户,这就是在全国范围内统计调查的结果。 “我国2001年末移动电话用户数”为指标名称; “14480万户”为指标(数)值。 e.g.2.目前某大学学生人数为15000人。 “目前某大学学生人数”为指标名称; “15000人”为指标值。
2.指标的分类
统计指标按照其所反映的数量特点不同分为: a.数量指标(或总量指标):它是反映现象在一定时 间、地点、条件下的总规模、总水平和工作总量的 统计指标。 包括总体单位总数或总体标志值总量。 b.质量指标:它是反映总体内部与总体单位数相对应 的标志的平均水平或其他数量对比关系的统计指标。 前者用平均数的形式表示,也称平均指标; 后者用相对数的形式表示,也称相对指标。
CVIPC2000 manual 马头 工具 软件 手册

6159932082-05English1 / 38CP Georges Renault - ZAC de la Lorie - 38 Rue Bobby SandsBP 10273 - 44818 Saint-Herblain Cedex - France©© Copyright 2009,All rights reserved. Any unauthorized use or copying of the contents or part thereof is prohibited. This applies in particular to trademarks, model denominations, part numbers and drawings. Use only authorized parts. Any damage or malfunction caused by the use of unauthorised parts is not covered by Warranty or Product Liability.CVIPC2000 Release 3.8.1 and higherOperator’s manual N° 6159932082-056159932082-05English2 / 38Warning.With a view to constantly improving its products, Desoutter reserves the right to introduce all the changes as it may deem necessary to the products described herein, without prior notice.This document contains a section in French language (original version) and sections in foreign languages which correspond to its translation. Should any dispute arise, the French section shall be deemed authentic.This document includes important notes relating to safety. These are mentioned as follows:This document also includes essential instructions to use the product, as well as general information. These are mentioned as follows:Safety noteEssential instructionGeneral information6159932082-05English3 / 38TABLE OF CONTENTSWarning (2)1 - INTRODUCTION (5)1.1 - Transfer mode and Command mode (5)1.2 - Point-to-point connection and multipoint connection (5)1.3 - Installation (5)1.3.1 - Hardware and software requirements (5)1.3.2 - CVIPC software protection (5)1.3.3 - Installation (6)1.3.4 - Upgrading the controller software (6)1.3.5 - Upgrading the CVIPC software (6)1.3.6 - Uninstalling (6)1.4 - Initiating the Program (7)2 - CREATING A STATION (8)2.1 - Creation (8)2.2 - Copying a station (11)2.3 - Deleting a Station (11)3 - PARAMETERS (12)3.1 - Controller (12)3.1.1 - Serial ports RSA and RSB (12)3.1.2 - Ethernet Link (13)3.1.3 - Peripherals (13)3.2 - Notepad (15)3.3 - Spindles (15)3.4 - Cycles (16)3.4.1 - Add a cycle (18)3.4.2 - Add a phase (18)3.4.3 - Delete (18)3.4.4 - Copy (18)3.4.5 - Paste (18)3.4.6 - Cycle parameters (18)3.4.7 - Phase parameters (18)3.4.8 - Phase Type (18)3.4.9 - Instructions (19)3.4.9.1 - Search Sequence Phase (19)3.4.9.2 - Run Down Speed Phase (19)3.4.9.3 - Final Speed Phase (20)3.4.9.4 - Run Reverse Phase (21)3.4.9.5 - Action on NOK phase (21)3.4.9.6 - Prevailing torque phase (22)3.4.9.7 - Synchro waiting phase (not available on CVIS) (22)3.4.9.8 - Jump phase (23)3.4.9.9 - Angle rundown phase (for CVIC only) (23)3.4.9.10 - List of spindles (23)3.5 - Curves (23)4 - RESULTS (24)4.1 - Tightening (24)4.1.1 - Display (24)4.1.2 - Printing (24)4.1.2.1 - Detailed report codes in PC4 format (25)4.1.2.2 - Detailed binary report codes in 32 bits (0 or 1) (26)4.1.3 - Specific format (26)4.1.4 - Archiving and erasing (27)4.2 - Curves (curve display) (27)4.3 - Statistics (28)4.3.1 - General (28)4.3.2 - Values (28)6159932082-05English4 / 384.3.3 - Statistics (29)5 - MAINTENANCE (30)6 - DATA TRANSFER (31)6.1 - PC --> Station (31)6.2 - Station --> PC (31)6.3 - Station - PC comparison (31)6.4 - CVINet Data Collector (31)6.5 - ToolsNet Data Collector (31)6.6 - Automatic transfer of results (31)6.7 - Grafcet (31)6.8 - Channel test (31)7 - PRINTING (32)7.1 - Station Parameters (32)7.2 - List of Stations (32)8 - SERVICES (33)8.1 - Access Code (33)8.2 - Registration Code (33)8.3 - PC Communications (33)8.4 - Automatic uploading / Backup (34)8.5 - General parameters (35)8.6 - PC Language (35)8.7 - Printer Setup (35)8.8 - Number of curves (35)8.9 - File Management (35)8.10 - Manage privileges (35)8.11 - Manage your login (35)9 - COMMAND MODE (36)9.1 - Control window (36)9.2 - Test window (37)Spindle start (38)Cycle (38)Sensitivity (38)Inputs/Outputs (38)6159932082-05English 5 / 38INTRODUCTION1 - INTRODUCTION This manual explains how to use the CVI range software: CVIPC 2000.The CVIPC software can be used with all the control systems of the CVI series (TWINCVI, MODCVI, CVIS, MULTICVI, CVIC and MULTICVIC controllers).It offers a complement to the use of the controller(s) and allows the user to:•program the cycles and then upload them to the controllers•process the tightening results in the form of curves and statistical calculations•increase the memory capacity to save the results and curves•save the parameters and results•transfer data to a spreadsheet for subsequent analysisThe additional advantage offered by the Advanced CVIPC 2000 software is that it can control up to 16 networked controllers in real time (in command mode).The software can be equally operated in Windows XP or Windows Vista.1.1 - Transfer mode and Command modeThe software can operate in two modes: the Transfer mode and the Command mode.The first mode allows the operator to upload the parameters from the PC to the controller or to download data from the controller to the PC while the second mode is used to monitor the controller in real time.1.2 - Point-to-point connection and multipoint connectionTwo types of connection are available between the PC and the controller:•the point-to-point connection is a connection between the PC and a single controller•the multipoint connection allows the user to connect several controllers at the same time.Each mode (Transfer/Command) can be used with each type of connection. The standard use is the point-to-point connection.The multipoint connection requires a specific configuration of the addresses of the controllers (the network address should be specific of each controller).The CVI can be connected to the PC via an Ethernet gateway or an integrated Ethernet link (TWINCVI). In that case, each station has a network address which must correspond to the IP address of the CVI. See section 3 - “PARAMETERS”.1.3 - Installation1.3.1 - Hardware and software requirementsThe computer should be of PC type and have at least one serial port or an Ethernet connection.1.3.2 - CVIPC software protectionThe software is protected by a registering code. As long as this code has not been entered, the software is run in Demo mode This software version is limited to 90 days' operation.By or before the end of the 90-day evaluation period, you must request your registering code to be allowed to continue using the software.To do so, a standardised registering form is available. This form is available when starting the program or by clicking on the See Info button or through the Services / Registering code menu. Copy the form into an email, complete it and send it to Desoutter atthe address: tightening.support@.The link is of the following type:RS232 for a point- to-point link between the PC and a controllerRS422 for a network of several controllers.The standard CVIPC software is used for the point-to-point connection of a single controller.The CVIS/CVICPC software is used for the point-to-point connection of a single CVIS/ CVIC controller.The Advanced CVIPC software is used for the multipoint connection of 16 controllers.Each time the software is run, a message that indicates the number of remaining days before the evaluation is dis-played. When the period has elapsed, a warning message is displayed: "You are not allowed to run this software!".To know which software type and version is installed, click on menu ? / About... .6159932082-05English6 / 38INTRODUCTION1.3.3 - InstallationUse the CD to install the software. Open the Install file, then Disk1and double-click on Setup.exe.Select the path for installing the software (by default C:\Georges Renault\CVIPC 2000) and follow the instructions on the screen.1.3.4 - Upgrading the controller softwareUpgrading the controller software will involve a loss of previously saved data (cycle parameters, tightening results). To avoid this, it is recommended to download all data from the controller to the PC before upgrading.1.3.5 - Upgrading the CVIPC softwareThe upgrading software allows you to upgrade the CVIPC (licensed) software. Please contact our departments.1.3.6 - UninstallingIt is very important to take note of your uninstalling code to be able to reinstall the software on another PC. This uninstalling code MUST be provided to the technical assistance department with the public key to obtain a new private key for installing the soft-ware on another PC.If you wish to install CVIPC 2000 in Windows XP / Windows Vista, you must use an administrator's account.Using the Windows shortcuts, you can start the CVIPC 2000 in different directories, which allows you to define sev-eral station sites.In Windows XP / Windows Vista, you do not need to use an administrator's account for a simple upgrade.To uninstall CVIPC 2000 in Windows XP / Windows Vista, you must use an administrator's account.To uninstall CVIPC 2000:1 - Start Menu / Programs (or All the programs) / CVIPC 2000 / Uninstall CVIPC 2000 or- Workstation / Configuration panel / Add/Delete programs / CVIPC 2000 / Modify/Delete button2Confirm the uninstallation by clicking on the Yes button in the Confirm File Deletion window to validate.3Take note of your uninstalling code!To install CVIPC 2000 on another PC:1Install CVIPC2000 on the new computer2- Copy the registering form displayed on the screen - Paste it into an email 3Complete the registering form (in the email):- New public code (given automatically)- CDRom serial number (YYxxxxx 5xx0Vx.x)- Company, city- Contact details (name, email, telephone and fax number).4Also enter (COMPULSORY):- Uninstalling code (that you noted when uninstalling)5Send the email with the completed form to: tightening.support@6You will receive your registering code in return7Services / Registering code:- Enter the received registering code- Click on Save6159932082-05English7 / 38INTRODUCTION1.4 - Initiating the ProgramClick on the Start menu in the Windows task bar, point the mouse to Programs or All the programmes and select the CVIPC2000 program in the list. Click on CVIPC2000 to start.CVIPC 2000 accepts optional arguments, and in particular:Other arguments are available after clicking on menu ?, then on About..., and finally on thebutton.-COMM->starts the software in Command mode-A->starts the software directly in the Control screen6159932082-05English8 / 38CREATING A STATION2 - CREATING A STATIONThis menu is used to create a station.A station can include one or several spindles belonging to a controller.A station can include several spindles belonging to synchronised controllers of the same type.2.1 - CreationIn the CVIPC menu bar, click on Station and Create (using the keyboard, press Alt A then R) or click on thebutton. Select the type of controller in the drop-down menu and click on OK to validate.TWINCVICVIC6159932082-05CREATING A STATIONEnglish9 / 38Station name Enter the station name (11 characters as a maximum). The name of the station isused as the name of its data directory. As a result, the following characters are notallowed: \ / : * ? " “ |Comment Enter a comment to describe the station (25 characters as a max.)Number of spindles1-32Station number 1-2 (a synchronous TWINCVI includes only one station and its number is 1)Unit Nm / ft.lb / in.lb / kgm / kgcmSource of the cycle number Peripheral used to select the current cycle: keyboard, Input/Output, PC, PLC, barcodeSpindle validation Operation enabled or not enabled by the PLCAutotest cycle number0 invalidates the autotest. Refer to the Cycle Programming section in the technicalmanual of your controller.Pulse RP durationA value different from 0 allows you to program pulse reports (Accept, Reject)(0.1to 4.0s) at end of cycleResult type Reject / Accept / AllMode Normal / ECPHTYellow LED modeOutput According to the configuration: Free / Ready / In cycle / RP NOK / RP OK / NCYCOK / Cycle 1 / Cycle 2 / Cycle 4 / Synchro out / Cycle 8 / Torque OK / Torque NOK/ Angle OK / Angle NOKInverse Yes / NoFlashing Yes / NoRun reverse parametersRun reverse speed0 - 100%. This speed is used for all reverse running (save for the run reverse phasein a cycle)Min. torque (Run Reverse)Minimum torque required to detect a real untightening of the assembly.Min. angle (Run Reverse)Minimum angle required to detect a real untightening of the assembly. Maximum time (Run Reverse)Maximum run reverse duration (when equal to 0, reverse running is continuous). OptionsReport acknowledgement This option is used to forbid the start of the spindle as long as the RP Request inputis not validated.Error acknowledgement Validates or not the Error Acknowledgement mode after a reject report.Scy pulse The Start Cycle signal can be activated with a pulse.Run reject spindles When this mode is enabled, the system runs only the spindles with a reject reportfrom the previous cycle. A Reset command must be sent to start all the spindles. Lock on NCYCOK When this function is enabled, the Start Cycle is locked by the system as soon as thenumber of cycles run with an accept report has reached the programmed NCYCOK.A reset command must be sent to unlock the cycle start.Spindle validation at run reverse This function is used to validate or not the run reverse operation through an externalcontrol system (Inputs/Outputs).AZC and unbalance test on SCY Using this option, you no longer need to run the zero correction and torqueunbalance tests when the cycle starts, which is particularly useful for the spindleswhich are already subjected to stress when the cycle starts.Reject Report on SCY stop This mode allows you to prevent the Reject Report signal from being sentsystematically each time the Start Cycle signal drops during the cycle.6159932082-05English10 / 38CREATING A STATIONThe following paragraph only applies to the CVIS and CVIC.Press Input/Output to select the signals (functions) to be assigned to the inputs and outputs.Press OK to validate.After creating and configuring your station(s), select the station that you want to use. The name of the station is displayed in thetop left-hand corner of the screen.Reject report on time out If this option is ticked, a Reject RP is generated when a cycle finishes with a TimeOut. This is used to solve applications when the torque and the angle are insidetolerances and yet the tightening is NOK (ex: the screw is damaged just before thetorque is reached).Current monitoring Yes / No. This mode allows you to monitor the value of the motor current (I) at endof cycle. The I min and I max tolerances are programmed in a tightening phase ofthe Torque or Torque + angle type.Coefficients per cycle Yes / No. If the answer is yes, sensitivity coefficients can be defined for each cycle.They are modified by performing the calibration procedure in Test mode.Reverse one shot As soon as the tool has run reverse once, it automatically returns into tighteningmode.Double press reverse The reverse button must be double pressed in order to activate or to inactivate therun reverse mode.Lock cycle 0(On CVIC-M and H only) Yes / No. Allows you to inhibit cycle 0.Push Start(On CVIC only) Yes/ No. Allows you to use the Push Start command of an ECLtool. If you have several controllers connected to the same PC, you must also enter the Address controller parame-ter.StationTo define the main parameters of the station ControllerTo define the controller parameters NotepadIt can be used to enter any type of data specific of the selected station (configuration / maintenance data, etc.).SpindlesTo define the spindle parameters CyclesTo define the station cycle parameters (cycle: sequencing of phases to perform a tightening task)Curves To define the parameters for saving the curves.6159932082-05English11 / 38CREATING A STATION2.2 - Copying a stationClick on the station with the parameters you wish to copy.In the CVIPC menu bar, click on Station, then on Copy or on the button.You will access to the Main Parameters panel of the station. Complete all the fields in the panel (see section 2.1 - “Creation”).2.3 - Deleting a StationClick on the station that you want to delete.In the CVIPC menu bar, click on Station, the on Delete or on.Validate your option or not.Tightening To display the tightening resultsCurve plotting To display the tightening curves.Statistics To display the statistics.Maintenance This function allows the maintenance technician to know the number of cycles run per tool and controller, the version number of the controller software and the communications protocolnumber.Transfer Station->PC / PC->station transfer.When changing the operating mode of a TWINCVI from synchronous to asynchronous (by changing the number of spindles of the station from 2 to 1), the second (associated) station is automatically created and is an identical copy of the first one.6159932082-05English 12 / 38PARAMETERS3 - PARAMETERS3.1 - Controller3.1.1 - Serial ports RSA and RSBThe serial ports are used to communicate with external peripherals (PLC, printer, etc)TWINCVICVICAddressController address from 0 to 253Controller language Select the language used by the controller in the drop-down menu.Controller date formatSelect the date format: Day/Month/Year Month/Day/Year Year/Month/DayMains voltage 115 or 230 V (for Ergostop function - see TWINCVI documentation)Serial ports To define the parameters of the link(s) between the controller and the peripheral associated to each port.Peripherals To set up the peripherals associated to each port.Print at cycle endClick on this button to print the result at end of cycle on the controller printer. This screen shall also be used to select the format and type of results to be printed (All / OK / NOK).EthernetTo define the parameters of the available sockets (ports).RSA portAssociated peripheral None / PC IsaGraf / RP Output / Bar code 1 / Bar code 2Link type RS232 (by default)Baud rate 300-9,600 Bd Data bits 7-8Stop bits 1Parity None / Even / OddRSB portAssociated peripheral None / PC IsaGraf / RP Output / Bar code 1 / Bar code 2Link type RS232 / RS485i / RS485f / 4-20mA Baud rate 300 -115,200 Bd Data bits 7-8Stop bits 1-2ParityNone / Even / Odd6159932082-05English 13 / 38PARAMETERS3.1.2 - Ethernet LinkClick on the Ethernet button. The Ethernet field (Ethernet link / No) indicates if the unit includes an Ethernet link (in display mode only).Click on the Ethernet link button to access the Ethernet.ini file, which allows to describe the networked units (see explanation in the Ethernet technical manual). In some cases, the Sockets tab may be available:For details about the configuration of an Ethernet link, refer to the Ethernet technical manual.3.1.3 - PeripheralsAssociated function Socket 1Unused / Transfer PCAssociated function Socket 2Unused / Report output / CVINet Data Collector / ToolsNet Data Collector Associated function Socket 3Unused / Modbus TCP / Isagraf PC / Open Protocol / Com Box Port port no. for the selected associated function Distant IPxxx.xxx.xxx.xxx (host PC address)TWINCVICVICReport output Format (Rp output)PC2 / PC3 / PC4 / Specific / PC5A / PC5B / PC5CAssociated port To specify the link between the controller and the associated peripheral.Print at end of cycle When this parameter is validated, the tightening result is transmitted to the serial link at each end of cycle.Bar code Format CB1ActionAfter reading the bar code, the controller can perform one of the following actions:Nothing -> no actionReset -> reading the code implies an action which is identical to the Reset.Reset on NCYC OK -> reading the code implies a Reset when the programmed number of OK cycles is reached.Read by PLC The code is provided by the PLC.Associated portTo specify the link between the controller and the associated peripheral.6159932082-05English 14 / 38PARAMETERSTo add a bar code, click on thebutton and then on thebutton.Enter the code as follows: ###M19############ Select the cycle number in the list.The # represents the characters which are not taken into account in the reading.The other characters (M19 in the example) correspond to the code to be detected. When the code is read at the specified place,the corresponding cycle no. will be selected.Cycles TableWhen the Source of the Cycle Number is the Bar Code, the system determines the current cycle from the Bar Code/Cycle No. cross reference table which is entered in the Cycles Table screenSeveral codes can correspond to the same cycle number.The table can include a maximum number of 100 codes.Parallel printer Type EPSON (by default) / EPSON LQ / IBM Compact / IBM Proprinter / HP DeskJet 500 /HP Laserjet / HP 840Page length 6 - 80Upper margin 0 - 74Page width 1 - 120Left margin0 - 79PLC without fieldbus board Type Jbus / Modbus / UniTelway Master / Slave Selection of the set-upSlave number Controller address in a PLC network Data swapping (Option for UniTelway)Associated portIndicates the link between the controller and the associated peripheral.PLC with fieldbus board Fieldbus board If a fieldbus board is inserted, displays the card type: Profibus, Interbus, DeviceNet, Modbus+...Master / Slave Selection of the set-upNetwork address Selection of the TWINCVI number in this network Acyclic/Cyclic (Set-up specific to Profibus)Memory transfer (Set-up specific to Profibus) If not ticked: Standard I/O CVINet Data Collector Type of collected data Selection of the data that the controller must send:Results / Curves of good results / Curves of bad results Operating mode of the FIFO Blocking if full FIFO When the memory of the results to send is full, the next start cycle can be blocked or not (the start cycle is not blocked, but the next results are not stored).Alarm thresholdWhen the filling rate is above this value, an alarm can be generated (through an IsaGraf application).Synchronization of the hour This option is used to show the source authorised for updating the controller time: only by CVIPC / only by CVINet / CVIPC and CVINet Associated port Displays the used socket.ToolsNet Data Collector System typeSystem type by default: 3, for the Desoutter controllers. This parameter can be changed, when necessary, to be in line with the ToolsNet server configuration.6159932082-05English 15 / 38PARAMETERS3.2 - NotepadIt can be used to enter all types of data specific of the selected station (set-up/maintenance data, etc...).3.3 - SpindlesThe spindle can either be a fixed electric power tool or a hand-held electric power tool. The spindle is automatically recognised by the control system: its parameters cannot be changed.In the Toolsnet configuration, all the stations are grouped by system. Each system has a certain number of stations. In case of a TWINCVI configured in asynchronous mode, one controller has two stations, numbered consecutively.System number Identifies the controller, when used jointly with the station number.Station number Identifies the controller, when used jointly with the system number. (For a TWINCVI configured in asynchronous mode: use the first station number.)Time synchronization This option is used to show if the controller time is synchronized with the ToolsNet server.Associated port Displays the used socket.TWINCVICVIC6159932082-05English 16 / 38PARAMETERS3.4 - CyclesThe CVIPC software allows you to create:The following phases of a cycle are available:Spindle Select the spindle concerned.2nd transducer To define the characteristic values of the 2nd transducer (torque or torque + angle).Manufacturer ref.Allows you to display manufacturer's parameters.Controller parameters Comment 15 characters as a maximumFastener number Number assigned to the spindle (3 digits)Ergo-stopYes / No (to stop the tool progressively - see TWINCVI documentation)DatesThe dates displayed are the latest dates when the parameters were modified (in user, maintenance or superuser mode).Spindle ParametersThese parameters can only be displayed. They cannot be modified.Correction coefficients (not available on CVIC)Nominal load coefficient1.0000 by default. This coefficient allows you to take into account a reduction gear added to the tool. For example, when using a gear reduction of 2, the nominal load coefficient will be2.Gear ratio coefficient 1.0000 by default. This coefficient allows you to take into account the efficiency of a reduction gear added to the tool. e.g.: 1.15% (efficiency 85%).Sensitivity coefficient 1.0000 by default. Only on display, as it is automatically computed in one of the screens of the Test window.Torsion coefficient [°/Nm]0.0000 by default. This factor is used to compensate for a possible mechanical torsion of the spindle or of the crowfoot (available only for a tightening with angle-controlledstop).A cycle is a sequence of phases which are run consecutively. Each phase is defined by means of main parameters,tightening instructions and motor settings.TWINCVI from cycle no.1 to 250Each cycle can include up to 20 phases.CVIS from cycle no.1 to 15Each cycle can include up to 8 phases.CVIC-M or H from cycle no.0 to 7Each cycle can include up to 15 phases.CVIC-L cycle no.0 only (2 preset phases)CVIC-L+cycle no.1 onlyEach cycle can include up to 15 phases.Search sequence S runDown speed D Final speed phase F run Reverse R Action on NOK V Prevailing torque P synchro Waiting W (not available on CVIS)Jump phase J angle rundownd(for CVIC only)6159932082-05English 17 / 38PARAMETERSWhen this screen is displayed, you can either create a new cycle or change one of the pre-programmed cycles.An empty phase is considered as a fully valid phase. It shows the end of the current cycle. Introducing an empty phase is particularly interesting to carry out two actions one after the other to correct a fault.Example:F1VF2-----R1F3If the action on NOK gives an accept report, proceed to phase F2, then the cycle stops.If the action on NOK gives a reject report, proceed to phase R1 if the Action on NOK phase is programmed on Jump to Phase No. 5.TWINCVICVICCommentFree comment of 40 characters.Number of cycles OK Number of cycles OK to enable the NCYC OK output signal.Tightening results per phaseTo store the results per cycle or per phase.6159932082-05English 18 / 38PARAMETERSAction on cycle NOK (for a CVIC). When a cycle is NOK:3.4.1 - Add a cycleClick on Add a Cycle to create a cycle. The list of the cycle numbers still available is displayed. Select a number and validate.3.4.2 - Add a phaseThis allows you to add a phase after the selected phase. You can insert a phase at the beginning of the cycle by previously select-ing the relevant cycle.3.4.3 - DeleteUsing the mouse, select the item (phase or cycle) that you want to delete and press Delete.3.4.4 - CopyUsing the mouse, select the item (phase or cycle) that you want to copy and press Copy. Then click on Paste to copy this item to the current station or to another one.3.4.5 - PasteAfter pressing Copy, press Paste and then select the new phase number.3.4.6 - Cycle parameters 3.4.7 - Phase parameters 3.4.8 - Phase TypeAllows you to change the type of the current phase.Unused No actionCycle stop The cycle is stoppedRun reverse Stop the cycle then run reverse the specified number of rotations.Cycle To select the relevant cycle SpindleTo select the relevant spindleCycle parameters per spindleRP threshold [Nm]Threshold above which a report is generated.Coefficients Nominal load These parameters replace the normal correction coefficients when the station parameter Coefficients per Cycle is ticked.Gear ratio SensitivitySpindles to be run Select the spindle(s) concerned in the list (by default, all spindles are selected).Interphase time Waiting time programmed between this phase and the next one.Min. time Minimum phase running time.Max. timeMaximum phase running time.For a search sequence phase, the only main parameter that can be changed is the interphase time as the max. time is implicitly equal to the number of rotations x rotation time + stop time.。
你如何看待统计学英文作文

你如何看待统计学英文作文英文:As for me, I think statistics is a very important subject. It helps us to make sense of the world around us by organizing and analyzing data. For example, in my job as a marketing analyst, I use statistics to understand consumer behavior and make predictions about future trends. Without statistics, I would just be guessing, but with it, I can make informed decisions that benefit my company.I also believe that statistics is a crucial part of scientific research. When conducting experiments, it's essential to use statistical methods to analyze the results and draw meaningful conclusions. For instance, in a recent study I was involved in, we used statistical tests to determine whether a new drug was effective in treating a certain disease. The results were clear and convincing, thanks to the rigorous statistical analysis we employed.In addition, statistics is also widely used in everyday life. Whether it's evaluating the performance of a sports team, tracking sales figures for a small business, or understanding the risks and benefits of a medical treatment, statistics is everywhere. Personally, I find it fascinating how statistics can reveal patterns and trends that mightnot be obvious at first glance.中文:对我来说,我觉得统计学是一个非常重要的学科。
电脑的用途 英语作文

Computers have revolutionized the way we live and work,and their uses are incredibly diverse and widespread.Here are some of the most common and impactful applications of computers in our daily lives:munication:Computers have transformed the way we communicate.Email, instant messaging,and social media platforms allow us to stay in touch with friends, family,and colleagues across the globe instantly.cation:In the educational sector,computers are used for research,online learning, and digital classrooms.They provide access to a wealth of information and enable interactive learning experiences.3.Business and Finance:Computers are integral to business operations,from managing inventory to processing transactions.They are also used in financial modeling,stock trading,and accounting.4.Entertainment:Computers have revolutionized the entertainment industry.They are used for gaming,streaming movies and music,and creating digital art and animations.5.Healthcare:In healthcare,computers are used for managing patient records,conducting research,and aiding in diagnostics and treatment plans.6.Data Analysis:Computers are essential for data collection,storage,and analysis.They help in making informed decisions in various fields such as science,marketing,and policymaking.7.Manufacturing:Computers are used to control machinery and automate processes in manufacturing,leading to increased efficiency and reduced human error.8.Transportation:Computers are used in transportation systems for navigation,traffic management,and vehicle control,including autonomous vehicles.9.Science and Research:Computers are used for complex calculations,simulations,and modeling in scientific research,helping to push the boundaries of knowledge in fields such as physics,chemistry,and biology.10.Home Automation:Computers are at the heart of smart homes,controlling lighting, heating,security systems,and appliances.11.Creative Industries:In the creative industries,computers are used for graphic design,music production,film editing,and3D modeling.12.Ecommerce:Computers have enabled the growth of online shopping,making it easier for consumers to purchase goods and services from anywhere.ernment and Public Services:Governments use computers for managing public records,providing services to citizens,and ensuring national security.14.Agriculture:Computers are used in precision farming to monitor crop health, optimize irrigation,and increase yield.15.Space Exploration:In space exploration,computers are used to control spacecraft, analyze data from space missions,and simulate space environments.In conclusion,the versatility of computers is astounding,and their influence on modern society is profound.As technology continues to advance,the applications of computers are likely to expand even further,offering new opportunities and challenges for the future.。
Stata 网站上的 Heckman 后处理命令—用于 Heckman 后处理的命令,预测边际说明书

Title heckman postestimation—Postestimation tools for heckmanPostestimation commands predict margins Remarks and examplesReference Also seePostestimation commandsThe following postestimation commands are available after heckman:Command Descriptioncontrast contrasts and ANOV A-style joint tests of estimates∗estat ic Akaike’s,consistent Akaike’s,corrected Akaike’s,and Schwarz’s Bayesian in-formation criteria(AIC,CAIC,AIC c,and BIC)estat summarize summary statistics for the estimation sampleestat vce variance–covariance matrix of the estimators(VCE)estat(svy)postestimation statistics for survey dataestimates cataloging estimation resultsetable table of estimation results†hausman Hausman’s specification testlincom point estimates,standard errors,testing,and inference for linear combinations ofcoefficients†lrtest likelihood-ratio test;not available with two-step estimatormargins marginal means,predictive margins,marginal effects,and average marginal effects marginsplot graph the results from margins(profile plots,interaction plots,etc.)nlcom point estimates,standard errors,testing,and inference for nonlinear combinationsof coefficientspredict linear predictions and their SE s,probabilities,etc.predictnl point estimates,standard errors,testing,and inference for generalized predictions pwcompare pairwise comparisons of estimates∗suest seemingly unrelated estimationtest Wald tests of simple and composite linear hypothesestestnl Wald tests of nonlinear hypotheses∗estat ic and suest are not appropriate after heckman,twostep.†hausman and lrtest are not appropriate with svy estimation results.12heckman postestimation —Postestimation tools for heckmanpredictDescription for predictpredict creates a new variable containing predictions such as linear predictions,standard errors,probabilities,expected values,and nonselection hazards.Menu for predictStatistics>PostestimationSyntax for predictAfter ML or twosteppredict type newvar if in,statistic nooffset After MLpredicttypestub *ifin,scoresstatisticDescriptionMainxb linear prediction;the default stdp standard error of the prediction stdf standard error of the forecastxbsel linear prediction for selection equationstdpsel standard error of the linear prediction for selection equation pr(a ,b )Pr (y j |a <y j <b )e(a ,b )E (y j |a <y j <b )ystar(a ,b )E (y ∗j ),y ∗j =max {a,min (y j ,b )}ycondE (y j |y j observed )yexpectedE (y ∗j ),y j taken to be 0where unobservednshazard or mills nonselection hazard (also called the inverse of Mills’s ratio)pselPr (y j observed )These statistics are available both in and out of sample;type predict ...if e(sample)...if wanted only forthe estimation sample.stdf is not allowed with svy estimation results.where a and b may be numbers or variables;a missing (a ≥.)means −∞,and b missing (b ≥.)means +∞;see [U ]12.2.1Missing values .heckman postestimation—Postestimation tools for heckman3 Options for predict££Main xb,the default,calculates the linear prediction x j b.stdp calculates the standard error of the prediction,which can be thought of as the standard error of the predicted expected value or mean for the observation’s covariate pattern.The standard error of the prediction is also referred to as the standard error of thefitted value.stdf calculates the standard error of the forecast,which is the standard error of the point prediction for1observation.It is commonly referred to as the standard error of the future or forecast value.By construction,the standard errors produced by stdf are always larger than those produced by stdp;see Methods and formulas in[R]regress postestimation.xbsel calculates the linear prediction for the selection equation.stdpsel calculates the standard error of the linear prediction for the selection equation.pr(a,b)calculates Pr(a<x j b+u1<b),the probability that y j|x j would be observed in the interval(a,b).a andb may be specified as numbers or variable names;lb and ub are variable names;pr(20,30)calculates Pr(20<x j b+u1<30);pr(lb,ub)calculates Pr(lb<x j b+u1<ub);and pr(20,ub)calculates Pr(20<x j b+u1<ub).a missing(a≥.)means−∞;pr(.,30)calculates Pr(−∞<x j b+u j<30);pr(lb,30)calculates Pr(−∞<x j b+u j<30)in observations for which lb≥.and calculates Pr(lb<x j b+u j<30)elsewhere.b missing(b≥.)means+∞;pr(20,.)calculates Pr(+∞>x j b+u j>20);pr(20,ub)calculates Pr(+∞>x j b+u j>20)in observations for which ub≥.and calculates Pr(20<x j b+u j<ub)elsewhere.e(a,b)calculates E(x j b+u1|a<x j b+u1<b),the expected value of y j|x j conditional on y j|x j being in the interval(a,b),meaning that y j|x j is truncated.a andb are specified as they are for pr().ystar(a,b)calculates E(y∗j),where y∗j=a if x j b+u j≤a,y∗j=b if x j b+u j≥b,and y∗j=x j b+u j otherwise,meaning that y∗j is censored.a and b are specified as they are for pr(). ycond calculates the expected value of the dependent variable conditional on the dependent variable being observed,that is,selected;E(y j|y j observed).yexpected calculates the expected value of the dependent variable(y∗j),where that value is taken to be0when it is expected to be unobserved;y∗j=Pr(y j observed)E(y j|y j observed).The assumption of0is valid for many cases where nonselection implies nonparticipation(for example,unobserved wage levels,insurance claims from those who are uninsured)but may be inappropriate for some problems(for example,unobserved disease incidence).nshazard and mills are synonyms;both calculate the nonselection hazard—what Heckman(1979) referred to as the inverse of the Mills ratio—from the selection equation.psel calculates the probability of selection(or being observed):Pr(y j observed)=Pr(z jγ+u2j>0).4heckman postestimation—Postestimation tools for heckmanscores,not available with twostep,calculates equation-level score variables.Thefirst new variable will contain∂ln L/∂(x jβ).The second new variable will contain∂ln L/∂(z jγ).The third new variable will contain∂ln L/∂(atanhρ).The fourth new variable will contain∂ln L/∂(lnσ).nooffset is relevant when you specify offset(varname)for heckman.It modifies the calculations made by predict so that they ignore the offset variable;the linear prediction is treated as x j b rather than as x j b+offset j.marginsDescription for marginsmargins estimates margins of response for linear predictions,probabilities,expected values,and nonselection hazards.Menu for marginsStatistics>PostestimationSyntax for marginsmarginsmarginlist,optionsmarginsmarginlist,predict(statistic...)predict(statistic...)...optionsstatistic Descriptionxb linear prediction;the defaultxbsel linear prediction for selection equationpr(a,b)Pr(y j|a<y j<b)e(a,b)E(y j|a<y j<b)ystar(a,b)E(y∗j),y∗j=max{a,min(y j,b)}∗ycond E(y j|y j observed)∗yexpected E(y∗j),y j taken to be0where unobservednshazard or mills nonselection hazard(also called the inverse of Mills’s ratio) psel Pr(y j observed)stdp not allowed with marginsstdf not allowed with marginsstdpsel not allowed with margins∗ycond and yexpected are not allowed with margins after heckman,twostep.Statistics not allowed with margins are functions of stochastic quantities other than e(b). For the full syntax,see[R]margins.heckman postestimation—Postestimation tools for heckman5 Remarks and examples Example1The default statistic produced by predict after heckman is the expected value of the dependent variable from the underlying distribution of the regression model.In the wage model of[R]heckman, this is the expected wage rate among all women,regardless of whether they were observed to participate in the labor force:.use https:///data/r18/womenwk.heckman wage educ age,select(married children educ age)vce(cluster county)(output omitted).predict heckwage(option xb assumed;fitted values)It is instructive to compare these predicted wage values from the Heckman model with an ordinary regression model—a model without the selection adjustment:.regress wage educ ageSource SS df MS Number of obs=1,343F(2,1340)=227.49Model13524.033726762.01687Prob>F=0.0000 Residual39830.86091,34029.7245231R-squared=0.2535Adj R-squared=0.2524Total53354.89461,34239.7577456Root MSE= 5.452wage Coefficient Std.err.t P>|t|[95%conf.interval] education.8965829.049806118.000.000.7988765.9942893age.1465739.01871357.830.000.109863.1832848_cons 6.084875.8896182 6.840.000 4.3396797.830071 .predict regwage(option xb assumed;fitted values).summarize heckwage regwageVariable Obs Mean Std.dev.Min Maxheckwage2,00021.15532 3.8396514.647932.85949regwage2,00023.12291 3.24191117.9821832.66439 Because this dataset was concocted,we know the true coefficients of the wage regression equation to be1,0.2,and1,respectively.We can compute the true mean wage for our sample..generate truewage=1+.2*age+1*educ.summarize truewageVariable Obs Mean Std.dev.Min Maxtruewage2,00021.3256 3.7979041532.8 Whereas the mean of the predictions from heckman is within18cents of the true mean wage, ordinary regression yields predictions that are on average about$1.80per hour too high because of the selection effect.The regression predictions also show somewhat less variation than the true wages.The coefficients from heckman are so close to the true values that they are not worth testing.Conversely,the regression equation is significantly off but seems to give the right sense.Would we be led far astray if we relied on the OLS coefficients?The effect of age is off by more than5cents per year of age,and the coefficient on education level is off by about10%.We can test the OLS coefficient on education level against the true value by using test.6heckman postestimation—Postestimation tools for heckman.test educ=1(1)education=1F(1,1340)= 4.31Prob>F=0.0380The OLS coefficient on education is substantially lower than the true parameter;moreover,the difference from the true parameter is also statistically significant beyond the5%level.We can perform a similar test for the OLS age coefficient:.test age=.2(1)age=.2F(1,1340)=8.15Prob>F=0.0044Wefind even stronger evidence that the OLS regression results are biased away from the true parameters.Example2Several other interesting aspects of the Heckman model can be explored with predict.Continuing with our wage model,we can obtain the expected wages for women conditional on participating in the labor force with the ycond option.Let’s get these predictions and compare them with actual wages for women participating in the labor force..use https:///data/r18/womenwk,clear.heckman wage educ age,select(married children educ age)(output omitted).predict hcndwage,ycond.summarize wage hcndwage if wage!=.Variable Obs Mean Std.dev.Min Maxwage1,34323.69217 6.305374 5.8849745.80979hcndwage1,34323.68239 3.33508716.1833733.7567We see that the average predictions from heckman are close to the observed levels but do not have the same mean.These conditional wage predictions are available for all observations in the dataset but can be directly compared only with observed wages,where individuals are participating in the labor force.What if we were interested in making predictions about mean wages for all women?Here the expected wage is0for those who are not expected to participate in the labor force,with expected participation determined by the selection equation.These values can be obtained with the yexpected option of predict.For comparison,a variable can be generated where the wage is set to0for nonparticipants..predict hexpwage,yexpected.generate wage0=wage(657missing values generated).replace wage0=0if wage==.(657real changes made)heckman postestimation —Postestimation tools for heckman7.summarize hexpwage wage0VariableObs Mean Std.dev.Min Max hexpwage2,00015.92511 5.979336 2.49246932.45858wage02,00015.9092912.2708145.80979Again we note that the predictions from heckman are close to the observed mean hourly wage rate for all women.Why aren’tthe predictions using ycond and yexpected equal to their observed sample equivalents?For the Heckman model,unlike linear regression,the sample moments implied by the optimal solution to the model likelihood do not require that these predictions match observed data.Properly accounting for the additional variation from the selection equation requires that the model use more information than just the sample moments of the observed wages.ReferenceHeckman,J.J.1979.Sample selection bias as a specification error.Econometrica 47:153–161.https:///10.2307/1912352.Also see[R ]heckman —Heckman selection model [U ]20Estimation and postestimation commandsStata,Stata Press,and Mata are registered trademarks of StataCorp LLC.Stata and Stata Press are registered trademarks with the World Intellectual Property Organization of the United Nations.Other brand and product names are registered trademarks ortrademarks of their respective companies.Copyright c1985–2023StataCorp LLC,College Station,TX,USA.All rights reserved.®。
统计数据英文作文

统计数据英文作文英文:When it comes to statistical data, there are a few things that come to mind. First and foremost, it is important to understand the purpose of the data. Is it being used to inform decision-making, to track progress, or to identify trends? Once the purpose is established, it is important to ensure that the data is accurate and reliable.One way to ensure accuracy is to use a large sample size. The larger the sample size, the more representative the data will be of the population being studied. Additionally, it is important to use appropriatestatistical methods to analyze the data. This can include measures of central tendency, such as mean, median, and mode, as well as measures of variability, such as standard deviation.Another important consideration is the presentation ofthe data. Data can be presented in a variety of ways, including tables, graphs, and charts. The choice of presentation method will depend on the purpose of the data and the audience it is intended for. For example, a graph may be more effective for presenting trends over time, while a table may be more appropriate for comparing data across different categories.Overall, statistical data can be a powerful tool for informing decision-making and identifying trends. However, it is important to ensure that the data is accurate, reliable, and presented in a way that is appropriate for the intended audience.中文:谈到统计数据,有几个重要的方面需要考虑。
统计数据的英语作文模板

统计数据的英语作文模板Statistics and Its Importance in Today's World。
Statistics is a branch of mathematics that deals with the collection, analysis, interpretation, presentation, and organization of data. It is an essential tool in today's world, where data is abundant and its analysis is crucialfor decision-making in various fields. In this essay, wewill discuss the importance of statistics in today's world and how it can be used to make informed decisions.Firstly, statistics is used in the field of economicsto analyze and interpret data related to market trends, consumer behavior, and economic growth. It helps policymakers and businesses to make informed decisions regarding investments, pricing, and production. For example, the government may use statistics to determine theinflation rate and adjust interest rates accordingly.Secondly, statistics is used in the field of medicineto analyze and interpret data related to disease prevalence, treatment outcomes, and patient demographics. This information is used to develop treatment plans, allocate resources, and improve patient outcomes. For example, statistics can be used to determine the effectiveness of a new drug in treating a particular disease.Thirdly, statistics is used in the field of educationto analyze and interpret data related to student performance, teacher effectiveness, and school demographics. This information is used to develop educational policies, allocate resources, and improve student outcomes. For example, statistics can be used to determine the effectiveness of a particular teaching method in improving student performance.In conclusion, statistics is an essential tool intoday's world, where data is abundant and its analysis is crucial for decision-making in various fields. It is usedin economics, medicine, education, and many other fields to analyze and interpret data. Therefore, it is important for individuals to have a basic understanding of statistics tomake informed decisions in their personal and professional lives.。
统计学基础

16
●●
6
离散型变量
其一切可能取值都以整数形式 出现,并可以一一列举的变量
特定范围的人口数、汽 车数量、企业数量、林 木株数、畜禽数量等等
取值不需 要用工具 度量,用 计数的方 式即可
在统计学中,为便于叙述,也有时把 标志值抽象化,把原总体与反映总体 单位特征的变量等同起来,把变量值 的集合看成总体,每一个变量值也就 是一个总体单位。
Statistics is the science and art, which studies how to collect, organize, analyze and interpret data reflecting social, economic and management problems, and makes statistical inference on the research objectives .
值 根据定序尺度得到的数据为
顺序数据。
3、定距尺度 Interval Scale
例如年份、摄氏温度 变量的取值表现为“数值” 可以进行加减运算 “0”是只是尺度上的一个点,
不代表“不存在”
4、定比尺度 Ratio Scale
例如体重、身高 变量的取值表现为“数值” 可以进行加减、乘除运算 “0”表示“没有”或“不
Statistics is the science dealing with the collections, analysis, interpretation and presentation of masses of data.(Webster 国际 大词典)
统计学
统计学是一系列从数据中获取有用信息以帮助决策 的原理和方法。
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(Pre-print final draft. The paper was published in: Information Economics and Policy, Volume 13, Issue 3, September 2001, pp. 339-349).STATISTICS FOR THE INFORMATION AGEHans-Jürgen Engelbrecht*Department of Applied and International Economics, Massey University,Palmerston North, New ZealandABSTRACTThe rapid changes in the telecommunications sector shorten the useful lifespan of many of the established telecommunications traffic indicators, creating the need for constant re-assessment and improvement of existing indicators and the development of new ones. This paper first reviews two prominent publications by TeleGeography, Inc. that provide telecommunications traffic and Internet statistics. It then lists other data sources and discusses several prominent measurement efforts that highlight the need for internationally agreed upon measurement standards. Finally, it is pointed out that many of the economic and social statistics that are needed to help interpret the impact of the information revolution, as well as the techniques used to analyse them, are also in dire need of improvement.* Tel.: +64 6 350 5799 ext. 5968; fax: +64 6 350 5660; E-mail address:H.Engelbrecht@.The author thanks TeleGeography Inc. for providing copies of TeleGeography 2000 and 2001, and Hubs and Spokes. All web addresses cited below were last checked on 21 February 2001.1. IntroductionIn order to conduct research into economic and policy aspects of information and (tele)communications, researchers have to have data that can be used in serious econometric and other analyses of these issues. It is a feature of the ‘information age’ that the more information there is, and the more knowledge is created and accumulation, the more difficult it is to measure what is going on. The current phase in the development of appropriate indicators is one of experimentation. There are plenty of new indices that try to measure some aspects of the emerging trends. They are often devised for particular purposes, but are not necessarily comparable or meaningful. It remains to be seen how many of these will stand the test of time.This article reviews two publications by TeleGeography Inc., a Washington D.C. based research and publishing company and an independent subsidiary of Band-X Ltd., that provides what is probably the most authoritative compilation of international telecommunications traffic flows and commentary. Its annual flagship publication, TeleGeography, has been published since 1989. It focuses mostly on the international geography of telecommunications and is an indispensable reference work for anyone analysing or having to make strategic decisions in the quickly changing telecommunications sector. Given its price, it seems primarily aimed at a commercial, i.e. non-academic audience.1 However, it should also be of great interest to other researchers.The following section discusses TeleGeography2001 (TeleGeography, 2000a), as well as its recent offshoot, Hubs and Spokes (TeleGeography, 2000b), which focuses on the Internet. Section 3 lists some other data sources and briefly discusses several other prominent measurement efforts that highlight the need for internationally agreed upon measurement standards. Section 4 emphasises that telecommunications indicators need to be combined with a wide variety of other statistics in order to interpret their meaning and significance. However, many of these ‘conventional’ statistics are also1 At the time of writing the printed edition of TeleGeography 2001 sold for US $ 1295, the electronic edition (single user licence) for US $ 2495, and the combined printed and single user licence for US $ 2990. The publication of both TeleGeography and Hubes and Spokes was partly supported by grants from telecommunications or related corporation. It is stated that these grants were given without preconditions.in dire need of improvement. Finally, it is not just the data that need to be improved, but also the techniques used to analyse them.2. The Geography of Telecommunications and the Internet2.1 TeleGeographyUsing text, tables, figures, charts and maps, TeleGeography provides an annual overview and commentary (in the form of topical essays or primers) on recent and likely future developments in the telecommunications sector. Route-by-route international telecommunication traffic flow data (in minutes) are provided for many countries in the world. The list below indicates some of the breath of data and detail available in TeleGeography 2001 (published in October 2000), with some comments on differences from the previous year’s edition. 2Following a brief executive summary, the main part of the publication has sections on telecommunications carriers, pricing, facilities, Internet backbones, telecommunication traffic analysis, country traffic statistics, and reference blue pages. The sections mostly consist of an introduction, sometimes containing several topical essays on recent industry developments, of which there are fifteen in total, followed by statistical tables and charts (over 250 in total):Carriers: The growth of international services competition, i.e. the number of authorized international carriers by country (annually for five years); market shares of international carries by country for up to 10 years, the top 40 international carriers, their traffic and revenue, the top US carriers; a primer on the new business of bandwidth exchanges, introducing the currently very fluid picture of business practices in this area. A feature of the previous report, not contained in the latest report, was a large section on global carrier ownerships, showing affiliates and acquisitions current to mid-October 1999.Pricing: Overview of international pricing trends, i.e. cost components of an international call to/from the US on selected routes, including a list of international2 For further information, see /.settlement rates; a primer on interconnection accounting, which discusses the different methodologies used to set interconnection rates, data on retail prices for a three minute call by country, price trends etc.; a long essay and critical discussion of network-to-network payments for Internet Telephony and other IP traffic streams written by George Staple, the founder of TeleGeography Inc.Facilities: An essay on Metropolitan Area Networks (MANs), which are seen as one of the most dramatic areas of development in telecommunications over the next few years; regional data on submarine cable systems and their capacity, international circuit usage data by U.S. carriers (the latter provide a rough proxy for the balance of voice and data traffic on international network connections to the US), charts and tables on international communication satellites.Internet Backbones: An essay on International Internet Backbones, followed by the results of a study completed in October 2000 of over 300 International Internet Service Providers (IISPs) (maps and tables presented focus on bandwidth, not traffic as such). Tables and charts on inter-regional Internet bandwidth, the top 50 International Internet routes, the top 50 international Internet Hub cities and major international backbone routes (the latter both worldwide as well as by region). In contrast to the previous edition, data on many African countries have now been included.Traffic Analysis: An overview of international traffic trends shows the dramatic effect of the proliferation of telecom competition, in many cases only initiated in 1998, on the market shares of incumbents. This is followed by an analysis of alternative telecommunications traffic arrangements (i.e. ‘bypass’ and ‘refile’ traffic), and a report on the first annual TeleGeography survey of international Voice-over-Internet-Protocol (VoIP) traffic, indicating how much international VoIP traffic there is, and where it is going. The latter is reported in form of the top 20 U.S.-originated VoIP Routes in 1999 and 2000. Next, an analysis of data on international mobile traffic is provided. Three international call quality metrics are reported by country. The changes in just one year, i.e. from 1999 to 2000, are intriguing (the 1999 data are reported in TeleGeography 2000). Several reasons are discussed for the reported fall in call quality in many cases, e.g., the dramatic rise in mobile phone use.Traffic Summary: Figures, charts and tables on global traffic trends, including aggregate data by region and country, mainly for 1999. International traffic indicators include, e.g. outgoing and incoming traffic (in million minutes), telecom trafficminutes per capita, number of main lines, minutes per mainline. Data on international traffic by route, traffic imbalances on selected routes etc.International Traffic Statistics: More than 130 pages of charts and tables showing the largest telecommunications routes for more than 120 countries and territories, measured by outgoing traffic (millions of minutes and percentages), mostly for 1999. National traffic balances for up to three years (1996 –98). When using the data for analysis, the reader should make sure to carefully read the methodology page. Despite TeleGeography’s effort to ensure comparability, problems remain which are more severe for some countries than others. Also, the number of countries included in Telegeography is not the same each year. About 30 countries, mainly from Africa and Asia, were added in Telegeography 2001. Data for a small number of countries were either dropped or not updated from the previous edition.Global Reference Blue Pages: Tables showing national telecommunications indicators and telephone traffic by country/territory (GDP, Population, number of main lines, lines per 100 people, number of cellular users, number of international carriers, number of Internet hosts (all for 1999)), outgoing and incoming minutes, traffic balances (for 1998 and 1999). World and North American dialing codes in map and list form. Lastly, there is a one page primer on bits.To summarize, like the sector it analyses, TeleGeography is not static, but innovative and dynamic. It does not just provide an annual update of major telecommunications traffic statistics by country, but in addition emphasises new telecommunications sector developments, accompanied by new statistics wherever possible.2.2 Hubs and SpokesRecently, TeleGeography Inc. has become more involved in the analysis and measurement of the Internet and intends to produce a series of reports on the topic. Hubs and Spokes (TeleGeography, 2000b) is the first report of its Internet Program. It explores the Internet and IP-based technologies, focussing on international industry structure, network topology, and traffic flows.Following a brief introduction, the remainder of the publication has two main parts. Part one, an essay called Global Internet Primer, is a very useful introduction to theInternet. It contains subsections on the history of the Internet and its architecture, its financial structure, Internet governance issues, an overview of the demand drivers that are behind the Internet’s rapid growth, including a whole sub-section on VoIP, all illustrated by charts and tables.Part two of Hubs & Spokes provides detailed statistics about the Internet. It includes the following sections:International Internet Bandwidth: This contains a long table listing international ISPS by country, which is not contained in TeleGeography 2000 or 20001. Connectivity: This section contains data also available in TeleGeography, i.e. inter-regional Internet bandwidth, largest international Internet routes, top 50 international Internet Hub cities, top 50 international backbone routes etc.Exchanges: Internet exchange points by country (they are not contained in TeleGeography 2001).International Internet Indicators: Network metrics, i.e. host count by top-level domain and by country (the tables are from TeleGeography 2000, but they are not contained in the latest edition of TeleGeography).Blue Pages reference section (Internet and telephone country codes).With Hubs and Spokes, TeleGeography Inc. continues its strategy of product differentiation.3 This first of what is planned as an annual guide to the global Internet does not contain that much value added in terms of Internet statistics compared to TeleGeography 2000. However, this seems to be changing, if TeleGeography 2001 is taken as an indication of future developments. For those interested specifically in the analysis of the global Internet instead of the wider telecommunications sector, Hubs and Spokes provides an excellent and so far relatively low cost guide to current issues and relevant statistics at a detailed level.42.3 Comments3 Other TeleGeography publications focus on international bandwidth, new international carriers, time series traffic data, maps showing global telecommunication flows and infrastructure etc. For an up-to-date list and the cost of publications, see/.4 The price of Hubs and Spokes is listed as US $ 195.Inevitably, the speed of change in the telecommunications sector shortens the useful lifespan of many of the ‘established’ telecommunications traffic indicators, requiring the constant re-assessment of existing indicators and the development of improved or new ones. For example, Kelly and Woodall (2000) point out that traffic statistics reported by public telecommunications operators will carry less weight in future because an increasing share of traffic is simply not being reported. The reasons given include: 1. More and more voice and fax traffic is bypassing public switched telephone networks, e.g., by using the Internet instead. 2. Many of the smaller carriers are not obliged to report traffic statistics to regulators. 3. Increasingly, traffic is not passing through the traditional accounting rate system.It seems fair to say that TeleGeography has taken these points into account by, e.g., providing separate VoIP traffic data for the first time in TeleGeography 2001, without being currently able to fully address them. Their main country traffic statistics do exclude the increasing share of VoIP traffic, among other things. Also, bandwidth is used to proxy Internet traffic flows. As noted in TeleGeography 2001, bandwith has recently been growing faster than Internet traffic, making the former a less useful proxy for the latter, though it probably still is the currently most useful indicator of the geography of the Internet and anticipated network use (Abramson, 2000). Meaningful Internet traffic statistics do not yet exist. Current proxies for Internet traffic, besides the number of host computers by country and domain name5, include: Web servers and secure web servers by country; country-by-country Internet user counts; languages on the Internet; content architecture.6In short, there is currently no aggregate summary statistic of the total amount of telecommunications traffic and information flows taking place, and the chances of obtaining such a statistic seem lower than ever. There are many other mechanisms besides phone, fax and the Internet by which information and knowledge is5 They are derived from surveys conducted by the Internet Software Consortium, in association with Network Wizard (see ./ds/).6For references, see Abramson’s (2000) survey of Internet globalisation indicators. Readers who want to explore the many efforts to analyse, map and visualise the geography of the Internet and the World-Wide-Web are referred to the comprehensive website maintained by Martin Dodge of the Centre for Advanced Spatial Analysis, University College London (see ), especially to the ‘Atlas of Cyperspaces’ and the ‘Geography of Cyberspace Directory’.transferred between countries, e.g., business practises of multinational companies and foreign direct investment, joint ventures and licensing agreements, business travel and international conference attendance, education and training received abroad, migration of skilled people, importation of journals and books, purchase of patents and trademarks, the importation of capital goods and services, reverse engineering, etc.7 Moreover, these cover not only explicit or codified knowledge, but also tacit knowledge. The latter tends to be easily forgotten in the discussion of the information and knowledge-based economy.83. Some Other Data Sources and IndicesWhile TeleGeography and Hubs and Spokes are indispensable for industry analysts, regulators and policy makers who have to have a detailed understanding of telecommunications sector developments, economists and other social scientists on smaller budgets who are interested in commentary on telecommunications and Internet developments and quantitative indicators are advised to check out the following sources (the list is not exhaustive):•The International Telecommunication Union’s publications ontelecommunications indicators (see http://www.iti.int/ti/).•The OECD’s Science, Technology and Industry Directorate publications, e.g., the bi-annual OECD Telecommunications Database and Telecommunications Outlook, which list many indicators, as well as the OECD’s work on newInternet and electronic commerce indicators (seehttp://www.oecd.fr/dsti/sti/index.htm).•UNESCO’s publications on world communication and information (see, e.g., UNESCO, 1999).•The World Bank, especially the publications of its Global Information and Communication Technologies Department (see/ict/) and its Information and DevelopmentProgramme (see /).7 See the discussion in Engelbrecht (1997).8 See Lamberton (1997) for a critical discussion of this issue.However, given the perplexing complexities of the information age, a recent major report on the ‘networking’ revolution argued that prospects for statistically sound analysis are very poor, particularly in regard to Internet activity. Instead of basing analysis on any robust statistical observations, it has to be based on ‘qualitative hypotheses’ (Analysys, 2000). It is expected that the historically strong and simple correlation between economic output and networking activities will weaken, and a wider range of causal relationship than in the past will emerge (ibid., p. C4).Despite this, there is no shortage of attempts to devise new quantitative indices, some of which are more questionable than others. Here I briefly discuss two attempts to derive aggregate quantitative indices that purportedly capture some of the essence of the information age. The first is the Herculean attempt by Lynn and Varian (2000) to measure the total stock of information in the world, the other is an attempt to derive an aggregate information society index.Lynn and Varian (2000) try to measure world information production by estimating how much space (in bytes) it would take to store all information produced and communicated. The production of content by media type (paper, film, optical, magnetic) and some communication flows are translated into a common standard (i.e. terabytes), while trying to adjust for duplication of content, data compression etc. Lynn and Varian’s estimates for the Internet are of the ‘deep web’, which includes the content of searchable databases and is estimated to be 400 to 550 times larger than the commonly defined World Wide Web (BrightPlanet, 2000). Their overall estimate indicates that the world produces between one and two exabytes (i.e. 1018 bytes) of new information each year, or roughly 250 megabytes for every man, woman, and child on earth, indicating a severe case of ‘information overload’. However, data on the consumption of these mountains of information suggest that the total time spent in media access has changed little, i.e. less and less of the information produced is actually consumed.What seems missing from Lynn and Varian (2000) is the geographical dimension (flows are converted into stocks), and some indication of how the estimates can be related to economic and social statistics, which is necessary for analysing their meaning and implications. There are other major limitations. Lynn and Varian’sestimates relate to explicit information. Tacit information is neglected. Also, even the ‘deep web’ does not account for all information. For example, private, intranet information hidden behind firewalls (i.e. a large part of the information created by private and public bureaucracies) is neglected (BrightPlanet, 2000, p. 5).9The second example of an aggregate index constructed from a large number of variables is the ‘Information Society Index’, which is advertised as the world’s first measure of 55 nations’ abilities to participate in the information revolution (World Times/IDC, 2001). Now in its fifth year, it is made up of 23 computer, information, Internet and social infrastructure variables.10 The weighting given to these variables is difficult to verify and has changed over time, i.e. the reliability of the index is difficult to judge. In general, when such commercially produced aggregate indexes are used to rank countries internationally, they provide a false sense of precision. However, this does not prevent them from being widely reported in the news media.11 Both examples indicate that internationally agreed upon measurement standards are urgently needed.4. Concluding CommentsResearchers wanting to explain the meaning and significance of global communication and information flows have to analyse telecommunication and Internet statistics in conjunction with other relevant statistics, i.e. economic, business, social, political or institutional statistics at the micro or macro level of analysis. I have argued elsewhere (Engelbrecht, 1997, 1998) that this requires (a) a move away from the prevalent emphasis on the information technology economy back towards the information economy in the wider sense, as well as (b) adoption of a ‘communication 9 In some respects Lynn and Varian’s (2000) measurement project is reminiscent of Porat and Rubin’s (1977) attempt to define and quantify information activities in an economy. Certainly the assumptions and compromises made in the re-working of existing data are at least as heroic in the former work compared to the latter.10 While the aggregate index is reported free of charge, the accompanying background reports sell at a hefty price.11 Another recent index is the ‘index of technological progress’ used by Rodriguez and Wilson (2000) to assess the capacity of 110 countries to process information. It is more limited than the Information Society Index in that it is an index of IT products only. For a critical assessment, see the reviews by Heather Hudson and Nick von Tunzelmann in Telecommunications Policy, Vol. 24, Nos. 8/9, 2000 (available at/contents/2000/24-8+9.htm).perspective’ on the international information and knowledge system. The latter demands taking into account the interrelated aspects of information or knowledge creation, transmission and absorption. Such an approach can also serve as an integrating device for the various economic and non-economic literatures that exist on each of these aspects. The success of firms and countries in the information age depends on the appropriate mixture of the components underpinning the communication perspective (ibid.).The developments in telecommunications and the Internet are intimately related to the ‘digital economy’. Research into the latter is beginning to indicate that positive productivity impacts of IT capital are mainly due to the complementary innovations it facilitates, in particular organisational changes and investments in complementary organizational capital (i.e. the information economy in the wider sense). For example, Brynjolfsson and Hitt (2000, p. 25) argue that firm level data suggest that the recent productivity increases detectable in the US macro data have their roots in over a decade of computer-enabled organizational investments.Many authors have pointed out that current data collection activities by statistical agencies are inadequate (see, e.g., Haltiwanger and Jarmin, 2000). To properly measure and understand the impact of telecommunications and the Internet on the economy and society not only requires new and widely agreed upon telecommunication and information flow indicators, but also an improvement in the measurement of ‘conventional’ statistics. Examples of the latter are improved output measures of non-goods producing sectors, quality adjusted price deflators, improved productivity measures and human capital stock data, and many more (see ibid.). In short, developments in telecommunications and in the digital economy are forcing statistical agencies to rethink the measurement of even the basic building blocks of the national accounts, i.e. outputs, inputs and prices (ibid., p. 31).However, it gets worse. There is also a need to develop more appropriate techniques to analyse the impact of the developments in telecommunications and the digital economy. In a recent anniversary issue of the Journal of Econometrics, Phillips (2001, p. 23) commented on the challenges facing econometric research on productivity issues: “The changes in the nature of economic activity now being forged by therapidly emerging internet economy certainly seem unprecedented…How do we model trends when such fundamental changes are taking place?…Simply put, the inadequacy of our modeling apparatus in the face of an issue of such great importance is staggering.” Durlauf (2001), in the same issue, sees the need for a new growth econometrics. While both authors’ comments mainly pertain to macro-level analysis, similar issues arise with micro-level econometric analysis.In short, the issue of how to measure the geography of telecommunications and of the Internet (i.e. the stocks and flows of information instead of information technology as such), and how to analyse them, should provide inexhaustible opportunities for further research. The TeleGeography publications are likely to be important resources and guideposts in these endeavours.ReferencesAbramson, B. D., 2000. Internet globalisation indicators, Telecommunications Policy 24, 69-74.Analysys, 2000. The Network Revolution and the Developing World. Analysys Report Number 00-216, Final Report for World Bank and infoDev. Available at /projects/400networkingrevolution/.BrightPlanet, 2000. The Deep Web: Surfacing Hidden Value. Available at/Tutorials/DeepWeb/index.asp.Brynjolfsson, E., Hitt, L., 2000. Beyond computation: Information technology, organizational transformation and business performance, Journal of Economic Perspectives 14, 23-48.Durlauf, S., 2001. Manifesto for a growth econometrics, Journal of Econometrics 100, 65-69.Engelbrecht, H.-J., 1997. The international economy, knowledge flows, and information activities, in: D. Lamberton (Ed.), The New Research Frontiers of Communications Policy. North-Holland, Amsterdam, pp. 19-42.Engelbrecht, H.-J., 1998. A communication perspective on the international information and knowledge system, Information Economics and Policy 10, 359-367.Haltiwanger, J., Jarmin, R. S., 2000. Measuring the digital economy, in: E. Brynjolfsson and B. Kahin (Eds.), Understanding the Digital Economy: Data, Tools, and Research, MIT Press, Cambridge, Mass., pp.13-33.Kelly, T., Woodall, M., 2000. Telecom traffic indicators, Telecommunications Policy, 24, 155-159.Lamberton, D., 1997. The knowledge-based economy: A Sisyphus model, Prometheus 15, 73-81.Lyman, P., Varian, H., 2000. How much information?, School of Information Mangement and Systems, University of California at Berkeley. Available at/how-much-info/.Phillips, P., 2001. Trending time series and macroeconomic activity: Some present and future challenges, Journal of Econometrics 100, 21-27.Porat, M., Rubin, M., 1977. The information economy, in nine volumes. Office of Telecommunications, Spec. Publ. 77-12, US Department of Commerce, Government Printing Office, Washington, DC.Rodriguez, F., Wilson, III, E. J., 2000. Are poor countries losing the information Revolution?, InfoDev Working Paper, The World Bank, Washington, D.C., May. Available at /library/working.htm.TeleGeography Inc., 1999. TeleGeography 2000. Washington, DC.。