jagomart
digital resources
picture1_Thermal Analysis Pdf 88118 | Gold Extraction


 173x       Filetype PDF       File size 2.97 MB       Source: steinertglobal.com


File: Thermal Analysis Pdf 88118 | Gold Extraction
gold extraction pjsc polyus s the largest gold producer in russia natalka mill achieved 80 of its design throughput capacity of 10 mt y earlier this year nk ys by ...

icon picture PDF Filetype PDF | Posted on 15 Sep 2022 | 3 years ago
Partial capture of text on file.
                        GOLD EXTRACTION
                                                                                                                        PJSC Polyus’s (the largest gold producer in
                                                                                                                        Russia) Natalka mill achieved 80% of its design
                                                                                                                        throughput capacity of 10 Mt/y earlier this year.
                                                        nk ys By end May, Natalka had produced more than
                                                e   e
              Gold                                                                                                      40,000 oz of gold since the beginning of the
                                                                                                                        year. Following the ramp-up, the mill will be
                                                                                                                        producing some 450,000 oz/y
                                                                                      John Chadwick
                                                                                   takes his annual                     times. For example, last year EganStreet
                                                                                  look at the latest                    Resources identified an opportunity to optimise
                                                                                  gold exploration,                     and significantly enhance the financial
                                                                                          analysis and                  outcomes of its 100%-owned Rothsay gold
                                                                                                 recovery               project, located 300 km northeast of Perth in
                                                                                                                        Western Australia, through the application of
                                                                                         technologies                   state-of-the-art ore sorting technology. The
                                                                                                                        company received highly favourable initial
                   ick Holland, CEO Gold Fields, gave a           speed of 25 km/h along 10 m spaced lines.             results from ore sorting test work completed on
                   presentation entitled The Gold Mine of         Flight control is fully autonomous with pilot         a low-grade stockpile from the historical
            Nthe Future at Mines and Money in                     intervention only during takeoff and landing.         underground mine at Rothsay, with the key
            London last year. In it he pointed out that           Broadcast differential GPS information is             outcome that the use of a Steinert Multi-Sensor
            partnering with OEMs will become increasingly         collected during acquisition. Final data              Ore Sorter provides an opportunity to increase
            critical in the future to harness best-of-class       processing utilises a post-processed DGPS             underground mine production (being fed to a
            technologies. Gold Fields as well as having           workflow, along with standard, and specialised        similar-sized process plant), reduce the impact
            relationships with the traditional equipment and      inhouse potential-fields processing workflows.        of dilution from the main ore-hosting structure
            technology suppliers has also established                Trimble offers precise positioning solutions       at Rothsay, reduce life-of-mine processing costs
            relationships with Business Science Corp,             for drone/UAV use that provide continuous             and substantially enhance project economics.
            Amazon, NewTrax, FTP Solutions, NextGenOpX,           mobile positioning and high-accuracy                    “Ore sorting technology is increasingly being
            IoT.Nxt, Trimble and others to implement              orientation for applications such as navigation,      adopted across the gold mining industry in
            technological advances such as rugged sensors         guidance and control as well as mapping and           Western Australia, with highly encouraging
            and 3D vision and mapping software; used in           survey from UAVs. Trimble integrates a wide           results. Representative samples collected from
            areas such as mapping and inspection; operator        range of positioning technologies including GPS       the low-grade stockpile located adjacent to the
            safety in the form of advanced obstacle               and inertial technologies with wireless               portal of the historical Rothsay gold mine
            detection and warning; stockpile monitoring;          communications and industry specific                  returned an average stockpile grade of 2.5 g/t
            geological monitoring; enhanced tele-remote           application software to provide robust solutions.     Au. This compares favourably with previous
            operation; and fleet tracking with real time            South Deep has replaced borehole cameras            sampling of this stockpile in 2013, which
            monitoring underground.                               and other observation methods used to                 returned results ranging from 2.7-4.1 g/t Au.
              The company also gave some case studies of          determine the effectiveness of preconditioning        More importantly, the results demonstrated that
            where it has implemented a number of other            blasts with ground penetrating radar in the form      the Steinert Multi-Sensor Ore Sorter was able to
            technology applications at its operations. Aerial     of a Reutech Sub-Surface Profiler. This means         successfully reject the barren ultramafic
            and surface drones at its Australian and              fast and accurate identification of rock              material located in the hanging wall of
            Ghanaian mines have improved its exploration          structures, including blast induced fracturing.       Woodley’s Shear.” The PFS production target of
            efforts and aerial mapping. Gold Fields uses          Data can be seen in real-time, reducing the turn-     936,000 t grading 7.0 g/t Au consisted of 43%
            different drone technologies to capture high          around time for operators to continue mining. A       planned mine dilution (or 400,000 t of the total
            resolution aero-magnetic data, particularly over      reduction in face bursts has been seen since          936,000 t production target). The ultramafic
            salt lakes (St Ives and Granny Smith), take           implementation; and this is expected to               component of this planned mine dilution
            aerial photographs of tenements (Australian           continue.                                             represents 59% of the total dilution (or 236,000 t
            mines), for early stage geological mapping of           On the processing side, Gold Fields is using        of the total 936,000 t production target).
            tenements (Australian mines), and measuring           Steinert ore sorting equipment at Agnew. Agnew          “The ability to substantially reduce, or
            stockpile volumes in a short space of time            is working with Steinert to improve sorting of        potentially virtually eliminate, this hanging wall
            (Tarkwa). This is “to improve the way we capture      underground stope material. This will sort            dilution may allow an increase in mine
            and process data for geology, geo-technical,          material based on quartz content, helping to          production, which will have a corresponding
            material movements and reconciliation. Aerial         remove diluting material with no quartz and           positive impact on underground mine
            photography of our tenements is now                   retain lower tonnage, and maintain a higher           productivity, operating costs and economics.
            completed in hours – not days or weeks.”              grade mill feed. This has reduced processing          Further test work will be conducted to confirm
            Equipment includes Trimble aerial drones. For         costs by not processing diluting material;            these encouraging initial results. The potential
            the salt lake drones a TRAMPE (Tethered Rotary        increased available capacity in the CIL plant;        of the multi-sensor ore sorter is that
            Airborne Platform) and SKIMPI (Sled Kart              reduced underground cutoff grades through             underground mine production rates can be
            Instrument for Magnetic Prospectivity Imaging)        reduced processing costs; and opened up new           increased by 34% without any increase in
            are used, with scoping drones at Tarkwa.              underground stoping areas due to reduced              process plant size.”
              TRAMPE is a towed bird configuration flying         cutoff grades.                                          At the time, EganStreet Managing Director
            at a MeanTerrain Clearance (MTC) of 5 m for the         Ore sorting has had an important impact on          Marc Ducler said the application of ore-sorting
            magnetometer, sampled at 25Hz at an average           gold recoveries around the world in recent            technology represented a potential game-
            34International Mining | AUGUST 2018
                       GOLD EXTRACTION
                                                                                                                  gold price downside with sensor-based ore
                                                                                                                  particle sorting.”
                                                                                                                     In Evaluating the applicability of gold pre-
                                                                                                                  concentration by sensor-based sorting of quartz
                                                                                                                  ore, Rohleder et al report on investigating the
                                                                                                                  feasibility of sorting for four gold projects in
                                                                                                                  Northern Europe with similar mineralogy. This
                                                                                                                  included geometallurgical evaluation,
                                                                                                                  amenability testing, small scale ‘mini-bulk’
                                                                                                                  factory testing in full scale sensor-based sorting. 
                                                                                                                     A “clear sortability” was proven for all
                                                                                                                  projects. The Figure 1 data set follows a clear
                                                                                                                  trend. The upgrade ratio increases measurably
                                                                                                                  when recovery decreases. Figure 2 shows the
                                                                                                                  clear correlation between waste removal and
                                                                                                                  recovery. 
                                                                                                                     “When more mass is removed, recovery
           Ore sorting mechanism, belt-type XRT sorting        Development Manager, Christopher Robben,           decreases. Developing a working sorting circuit
           machine (TOMRA)                                     conclude that “sensor-based ore particle sorting   concept and choosing the correct sorter setting
                                                               can be used to significantly upgrade ROM ores      is a trade-off between retained mass and
           changer for the Rothsay project. “These results,    prior to feeding to the concentrator. Numerous     recovery based on these two findings. Adding a
           albeit early stage, have shown the ease with        benefits can be achieved including lower plant     scavenger step for applicable deposits follows
           which the mine production grade can be              capital costs, lower plant operating cost, lower   the same trend. When treating the laser waste
           selectively upgraded prior to processing. This      unit mining costs and potential extension to the   fraction with XRT sorters more mass will be
           provides us with significantly greater flexibility  mine life. Benefits in the plant include a         retained decreasing head grade going to the
           in how we develop the mine as well as the           significant reduction in energy, water and         concentrator and increasing recovery. This has
           ability to optimise our mining and production       reagent consumption.                               been shown clearly in all four tests.
           rates. Given that Rothsay is a relatively narrow      “A sample from a potential gold project in the      “All test samples come from four different
           but high-grade mine, the ability to significantly   Northern Hemisphere was tested in industrial       locations and performance indicators follow
           reduce the substantial amount of planned mine       scale sensor-based ore particle sorters with       clear trends. This is a strong indicator for the
           dilution already built into our mine design and     excellent results. Recoveries in the range of      applicability of laser sorting for orogenic gold
           financial model through the use of a Steinert       98-99.5% and waste rejection in the order of 30-   deposits with quartz vein association.
           Multi-Sensor Ore Sorter is an exciting and very     60% of plant feed were achieved. The financial        “The mini-bulk test results prove the
           positive development. We are confident that         impact on the project was significant, with        applicability of sorting for all projects. The final
           follow-up testing to be undertaken this quarter     sorting improving plant NPV by approximately       decision of incorporating sorting is based on the
           will confirm a pathway to significantly enhance     16% based on current assumptions, including        impact the results have on the mine economics                                                                                                                                                           Hall 5 
                                                                                                                                                                                                                                                                                                                                -
           and optimise our development plan, adding           an 8% discount rate. The project was also more     of each project. Further testing is not required                                                                                                                                                                Stand E 15
           considerable value to the project and               robust with the addition of particle sorting as    after the mini-bulk testing phase due to the
           representing an important new input to the          demonstrated by the reduced NPV sensitivity to     industrial sized equipment used.”
           definitive feasibility study to be finalised next
           quarter.”
              He added: “Technological advances such as
           this are increasingly being adopted across the
           gold mining industry in Western Australia and
           are a great example of how innovation can
           contribute to improved productivity and
           enhanced financial outcomes for new mine                                                                                                                                     QUENCHED & TEMPERED STEEL PLATES:
           developments such as Rothsay.”
              The most recent results released in May 2018,
           demonstrated a successful separation of heavy
           waste rocks from lighter quartz rocks could be                                                                                                                               MEET YOUR 
           achieved using X-ray Transmission (XRT). The
           technology works by differentiating the atomic
           density of the waste rocks (ultramafic and                                                                                                                                   TOUGHEST 
           mafic – grey rocks) and the gold bearing quartz
           (white rocks).
              In their paper, Sensor-based ore sorting to                                                                                                                               DEMANDS
           maximise profit in a gold operation, presented
           at MetPlant 2017, Perth, September 2017, Bjorn
           Nielsen, Jorn Rohleder and Harri Lehto of
           Outotec, and TOMRA Sorting Business                 Figure 1
           36 International Mining | AUGUST 2018                                                                                                                                             www.QUARD.ME
                                            GOLD EXTRACTION
                                                                                                                                                                                                                            S
                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                        -
                                                                                                                                                                                                                                          b
                                                                                                                                                                                                                                            a
                                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                   d
                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                         r
                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                             s
                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                  rt
                                                                                                                                                                                                                                                                     i
                                                                                                                                                                                                                                                                      n
                                                                                                                                                                                                                                                                        g
                                                                                                                                                                                                                                                                            m
                                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                                 t
                                                                                                                                                                                                                                                                                   h
                                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                                                                          o
                                                                                                                                                                                                                                                                                            l
                                                                                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                                                                                g
                                                                                                                                                                                                                                                                                                  y
                                                                                                                                                                                                                            i
                                                                                                                                                                                                                             n
                                                                                                                                                                                                                               v
                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                       i
                                                                                                                                                                                                                                        g
                                                                                                                                                                                                                                          a
                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                  n
                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                       p
                                                                                                                                                                                                                                                          p
                                                                                                                                                                                                                                                            l
                                                                                                                                                                                                                                                             i
                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                 d
                                                                                                                                                                                                                                                                    t
                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                         g
                                                                                                                                                                                                                                                                           o
                                                                                                                                                                                                                                                                              l
                                                                                                                                                                                                                                                                               d
                                                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                                                     r
                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                                                          .
                                                                                                                                                                                                                                T
                                                                                                                                                                                                                                   h
                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                       y
                                                                                                                                                                                                                                          r
                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                              p
                                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                                   rt
                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                                             h
                                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                    “
                                                                                                                                                                                                                                                                      t
                                                                                                                                                                                                                                                                        h
                                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                                             u
                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                  d
                                                                                                                                                                                                                                                                                    e
                                                                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                                                            a
                                                                                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                                                                                d
                                                                                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                                                                                    n
                                                                                                                                                                                                                                                                                                      g
                                                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                                                            f
                                                                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                                                                                h
                                                                                                                                                                                                                                                                                                                  e
                                                                                                                                                                                                                            r
                                                                                                                                                                                                                             e
                                                                                                                                                                                                                               l
                                                                                                                                                                                                                                a
                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                    i
                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                            h
                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                               p
                                                                                                                                                                                                                                                   b
                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                        t
                                                                                                                                                                                                                                                         w
                                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                                    d
                                                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                                                       f
                                                                                                                                                                                                                                                                         f
                                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                                            r
                                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                        x
                                                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                                                            u
                                                                                                                                                                                                                                                                                              r
                                                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                                    y
                                                                                                                                                                                                                                                                                                       p
                                                                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                                                                             ,
                                                                                                                                                                                                                            g
                                                                                                                                                                                                                              r
                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                   n
                                                                                                                                                                                                                                      s
                                                                                                                                                                                                                                        i
                                                                                                                                                                                                                                         z
                                                                                                                                                                                                                                           e
                                                                                                                                                                                                                                              a
                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                   d
                                                                                                                                                                                                                                                      t
                                                                                                                                                                                                                                                        h
                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                              g
                                                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                                                  l
                                                                                                                                                                                                                                                                   d
                                                                                                                                                                                                                                                                       s
                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                           u
                                                                                                                                                                                                                                                                              r
                                                                                                                                                                                                                                                                               c
                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                    a
                                                                                                                                                                                                                                                                                       s
                                                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                                                           o
                                                                                                                                                                                                                                                                                             c
                                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                                a
                                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                                                    i
                                                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                                             s
                                                                                                                                                                                                                                                                                                               u
                                                                                                                                                                                                                                                                                                                 c
                                                                                                                                                                                                                                                                                                                   h
                                                                                                                                                                                                                            a
                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                 q
                                                                                                                                                                                                                                   u
                                                                                                                                                                                                                                      a
                                                                                                                                                                                                                                        rt
                                                                                                                                                                                                                                           z
                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                r
                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                                     u
                                                                                                                                                                                                                                                       l
                                                                                                                                                                                                                                                        p
                                                                                                                                                                                                                                                           h
                                                                                                                                                                                                                                                             i
                                                                                                                                                                                                                                                              d
                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                   ,
                                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                                                               h
                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                                                             p
                                                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                                                                                            o
                                                                                                                                                                                                                            d
                                                                                                                                                                                                                              i
                                                                                                                                                                                                                               f
                                                                                                                                                                                                                                f
                                                                                                                                                                                                                                  e
                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                              y
                                                                                                                                                                                                                                                p
                                                                                                                                                                                                                                                  e
                                                                                                                                                                                                                                                     s
                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                          f
                                                                                                                                                                                                                                                            s
                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                                            a
                                                                                                                                                                                                                                                                              r
                                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                    h
                                                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                                                          k
                                                                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                                                                              y
                                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                                                   o
                                                                                                                                                                                                                                                                                                         r
                                                                                                                                                                                                                                                                                                       p o
                                                                                                                                                                                                                                                                                                             j
                                                                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                                                                c
                                                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                            s
                                                                                                                                                                                                                              u
                                                                                                                                                                                                                                c
                                                                                                                                                                                                                                  c
                                                                                                                                                                                                                                    e
                                                                                                                                                                                                                                      s
                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                          .
                                                                                                                                                                                                                                            
                                                                                                                                                                                                                                            T
                                                                                                                                                                                                                                              h
                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                    m
                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                           h
                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                d
                                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                        g
                                                                                                                                                                                                                                                                           y
                                                                                                                                                                                                                                                                              c
                                                                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                                                                  n
                                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                                                                                    d
                                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                                         n
                                                                                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                                                                                              f
                                                                                                                                                                                                                                                                                                               y
                                                                                                                                                                                                                            t
                                                                                                                                                                                                                             h
                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                   m
                                                                                                                                                                                                                                      a
                                                                                                                                                                                                                                        i
                                                                                                                                                                                                                                         n
                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                 x
                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                    u
                                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                            ,
                                                                                                                                                                                                                                                              c
                                                                                                                                                                                                                                                                l
                                                                                                                                                                                                                                                                 u
                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                      t
                                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                                         r
                                                                                                                                                                                                                                                                           i
                                                                                                                                                                                                                                                                            n
                                                                                                                                                                                                                                                                              g
                                                                                                                                                                                                                                                                                  b
                                                                                                                                                                                                                                                                                    y
                                                                                                                                                                                                                                                                                       t
                                                                                                                                                                                                                                                                                         h
                                                                                                                                                                                                                                                                                           e
                                                                                                                                                                                                                                                                                              r
                                                                                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                                                                                  c
                                                                                                                                                                                                                                                                                                    k
                                                                                                                                                                                                                            d
                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                s
                                                                                                                                                                                                                                  c
                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                       p
                                                                                                                                                                                                                                         t
                                                                                                                                                                                                                                           i
                                                                                                                                                                                                                                            o
                                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                                ,
                                                                                                                                                                                                                                                   u
                                                                                                                                                                                                                                                     n
                                                                                                                                                                                                                                                       d
                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                            r
                                                                                                                                                                                                                                                             s
                                                                                                                                                                                                                                                               t
                                                                                                                                                                                                                                                                 a
                                                                                                                                                                                                                                                                   n
                                                                                                                                                                                                                                                                     d
                                                                                                                                                                                                                                                                        i
                                                                                                                                                                                                                                                                         n
                                                                                                                                                                                                                                                                           g
                                                                                                                                                                                                                                                                               t
                                                                                                                                                                                                                                                                                h
                                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                            p
                                                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                            b
                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                h
                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                     v
                                                                                                                                                                                                                                       i
                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                          u
                                                                                                                                                                                                                                             r
                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                  f
                                                                                                                                                                                                                                                    e
                                                                                                                                                                                                                                                      a
                                                                                                                                                                                                                                                        c
                                                                                                                                                                                                                                                          h
                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                               y
                                                                                                                                                                                                                                                                 p
                                                                                                                                                                                                                                                                    e
                                                                                                                                                                                                                                                                       t
                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                                                             h
                                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                            o
                                                                                                                                                                                                                                                                                              r
                                                                                                                                                                                                                                                                                               s
                                                                                                                                                                                                                                                                                                 ,
                                                                                                                                                                                                                                                                                                    c
                                                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                                                          m
                                                                                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                                                                                               c
                                                                                                                                                                                                                                                                                                                 a
                                                                                                                                                                                                                                                                                                                   l
                                                                                                                                                                                                                            a
                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                d
                                                                                                                                                                                                                                   m
                                                                                                                                                                                                                                       i
                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                           e
                                                                                                                                                                                                                                             r
                                                                                                                                                                                                                                              a
                                                                                                                                                                                                                                                l
                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                    g
                                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                                       c
                                                                                                                                                                                                                                                         a
                                                                                                                                                                                                                                                           l
                                                                                                                                                                                                                                                              a
                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                  a
                                                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                                                      y
                                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                                          i
                                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                                              b
                                                                                                                                                                                                                                                                                y
                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                                       x
                                                                                                                                                                                                                                                                                         t
                                                                                                                                                                                                                                                                                           u
                                                                                                                                                                                                                                                                                             r
                                                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                                                 s
                                                                                                                                                                                                                                                                                                    t
                                                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                                                         i
                                                                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                                                                                                 t
                                                                                                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                                                                                                   f
                                                                                                                                                                                                                                                                                                                     y
                                                                                                                                                                                                                           t
                                                                                                                                                                                                                             h
                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                   g
                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                       l
                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                            s
                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                u
                                                                                                                                                                                                                                                   r
                                                                                                                                                                                                                                                    c
                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                        s
                                                                                                                                                                                                                                                          ,
                                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                                              h
                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                    m
                                                                                                                                                                                                                                                                       a
                                                                                                                                                                                                                                                                         c
                                                                                                                                                                                                                                                                           h
                                                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                                                               n
                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                    c
                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                                         n
                                                                                                                                                                                                                                                                                           f
                                                                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                                                                              g
                                                                                                                                                                                                                                                                                                u
                                                                                                                                                                                                                                                                                                  r
                                                                                                                                                                                                                                                                                                    a
                                                                                                                                                                                                                                                                                                      t
                                                                                                                                                                                                                                                                                                       i
                                                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                                                                                                              w
                                                                                                                                                                                                                                                                                                                 i
                                                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                                                                    h
                                                                                                                                                                                                                           t
                                                                                                                                                                                                                             h
                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                    n
                                                                                                                                                                                                                                      f
                                                                                                                                                                                                                                       o
                                                                                                                                                                                                                                          r
                                                                                                                                                                                                                                           m
                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                 t
                                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                                   o
                                                                                                                                                                                                                                                      n
                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                            b
                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                                                   n
                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                       d
                                                                                                                                                                                                                                                                           i
                                                                                                                                                                                                                                                                            n
                                                                                                                                                                                                                                                                               t
                                                                                                                                                                                                                                                                                 h
                                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                                      l
                                                                                                                                                                                                                                                                                        a
                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                                                                  e
                                                                                                                                                                                                                                                                                                    p
                                                                                                                                                                                                                                                                                                       a
                                                                                                                                                                                                                                                                                                          n
                                                                                                                                                                                                                                                                                                            d
                                                                                                                                                                                                                           p
                                                                                                                                                                                                                              i
                                                                                                                                                                                                                               l
                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                            .
                                                                                                                                                                                                                                              I
                                                                                                                                                                                                                                               n
                                                                                                                                                                                                                                                   o
                                                                                                                                                                                                                                                     r
                                                                                                                                                                                                                                                       d
                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                           r
                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                                                     c
                                                                                                                                                                                                                                                                       h
                                                                                                                                                                                                                                                                         i
                                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                                             v
                                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                                                   h
                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                                           b
                                                                                                                                                                                                                                                                                              j
                                                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                                                 c
                                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                                     i
                                                                                                                                                                                                                                                                                                      v
                                                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                                                          s
                                                                                                                                                                                                                                                                                                            ,
                                                                                                                                                                                                                           r
                                                                                                                                                                                                                             e
                                                                                                                                                                                                                               s
                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                       c
                                                                                                                                                                                                                                         h
                                                                                                                                                                                                                                            h
                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                 s
                                                                                                                                                                                                                                                    b
                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                                                              d
                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                   v
                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                       l
                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                           p
                                                                                                                                                                                                                                                                             e
                                                                                                                                                                                                                                                                               d
                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                    o
                                                                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                                                            f
                                                                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                                                                               n
                                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                                    t
                                                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                                                                                             y
                                                                                                                                                                                                                                                                                                               p
                                                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                           o
                                                                                                                                                                                                                              f
                                                                                                                                                                                                                                c
                                                                                                                                                                                                                                  a
                                                                                                                                                                                                                                    l
                                                                                                                                                                                                                                     i
                                                                                                                                                                                                                                       b
                                                                                                                                                                                                                                         r
                                                                                                                                                                                                                                          a
                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                  n
                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                             s
                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                        r
                                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                                            f
                                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                                r
                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                    h
                                                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                                                                             f
                                                                                                                                                                                                                                                                                               f
                                                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                                                  r
                                                                                                                                                                                                                                                                                                    e
                                                                                                                                                                                                                                                                                                      n
                                                                                                                                                                                                                                                                                                        t
                                                                                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                                                                                            y
                                                                                                                                                                                                                                                                                                              p
                                                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                           o
                                                                                                                                                                                                                              f
                                                                                                                                                                                                                                g
                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                      d
                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                            r
                                                                                                                                                                                                                                             e
                                                                                                                                                                                                                                                p
                                                                                                                                                                                                                                                   r
                                                                                                                                                                                                                                                    o
                                                                                                                                                                                                                                                       d
                                                                                                                                                                                                                                                         u
                                                                                                                                                                                                                                                            c
                                                                                                                                                                                                                                                             e
                                                                                                                                                                                                                                                                d
                                                                                                                                                                                                                                                                   b
                                                                                                                                                                                                                                                                      y
                                                                                                                                                                                                                                                                         A
                                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                                                                              g
                                                                                                                                                                                                                                                                                l
                                                                                                                                                                                                                                                                                 o
                                                                                                                                                                                                                                                                                   G
                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                                         l
                                                                                                                                                                                                                                                                                          d
                                                                                                                                                                                                                                                                                             A
                                                                                                                                                                                                                                                                                                s
                                                                                                                                                                                                                                                                                                  h
                                                                                                                                                                                                                                                                                                    a
                                                                                                                                                                                                                                                                                                      n
                                                                                                                                                                                                                                                                                                         t
                                                                                                                                                                                                                                                                                                          i
                                                                                                                                                                                                                                                                                                           .
                                                                                                                                                                                                                                “T
                                                                                                                                                                                                                                    h
                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                          m
                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                 h
                                                                                                                                                                                                                                                    o
                                                                                                                                                                                                                                                      d
                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                           l
                                                                                                                                                                                                                                                            o
                                                                                                                                                                                                                                                              g
                                                                                                                                                                                                                                                                 y
                                                                                                                                                                                                                                                                    s
                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                           w
                                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                                d
                                                                                                                                                                                                                                                                                   p
                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                                        t
                                                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                                                            n
                                                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                                 a
                                                                                                                                                                                                                                                                                                   l
                                                                                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                           a
                                                                                                                                                                                                                              c
                                                                                                                                                                                                                                h
                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                     v
                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                             x
                                                                                                                                                                                                                                               c
                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                   l
                                                                                                                                                                                                                                                    l
                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                            g
                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                 l
                                                                                                                                                                                                                                                                  d
                                                                                                                                                                                                                                                                     r
                                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                                         c
                                                                                                                                                                                                                                                                           o
                                                                                                                                                                                                                                                                             v
                                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                                  ry
                                                                                                                                                                                                                                                                                      (
                                                                                                                                                                                                                                                                                        h
                                                                                                                                                                                                                                                                                          i
                                                                                                                                                                                                                                                                                           g
                                                                                                                                                                                                                                                                                              h
                                                                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                                                                  r
                                                                                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                                                         a
                                                                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                           9
                                                                                                                                                                                                                              5
                                                                                                                                                                                                                                %
                                                                                                                                                                                                                                    )
                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                          /
                                                                                                                                                                                                                                            w
                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                 h
                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                        m
                                                                                                                                                                                                                                                            a
                                                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                                                s
                                                                                                                                                                                                                                                                   p
                                                                                                                                                                                                                                                                     u
                                                                                                                                                                                                                                                                        l
                                                                                                                                                                                                                                                                         l
                                                                                                                                                                                                                                                                           o
                                                                                                                                                                                                                                                                             f
                                                                                                                                                                                                                                                                                4
                                                                                                                                                                                                                                                                                  0
                                                                                                                                                                                                                                                                                     %
                                                                                                                                                                                                                                                                                        ,
                                                                                                                                                                                                                                                                                          u
                                                                                                                                                                                                                                                                                             s
                                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                                  g
                                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                                                                                          e
                                                                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                                                                r
                                                                                                                                                                                                                           t
                                                                                                                                                                                                                             w
                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                         p
                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                 f
                                                                                                                                                                                                                                                   p
                                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                                         -
                                                                                                                                                                                                                                                           c
                                                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                                               n
                                                                                                                                                                                                                                                                 c
                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                     n
                                                                                                                                                                                                                                                                        t
                                                                                                                                                                                                                                                                         r
                                                                                                                                                                                                                                                                           a
                                                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                                  n
                                                                                                                                                                                                                                                                                    .
                                                                                                                                                                                                                                                                                      
                                                                                                                                                                                                                                                                                      T
                                                                                                                                                                                                                                                                                        h
                                                                                                                                                                                                                                                                                           i
                                                                                                                                                                                                                                                                                            s
                                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                                  f
                                                                                                                                                                                                                                                                                                    o
                                                                                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                                                                                        m
                                                                                                                                                                                                                                                                                                           a
                                                                                                                                                                                                                                                                                                             t
                                                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                                                o
                                                                                                                                                                                                                                                                                                                  n
                                                                                                                        f
                                                                                                                          e
                                                                                                                            a
                                                                                                                              s
                                                                                                                                i
                                                                                                                                 b
                                                                                                                                    i
                                                                                                                                     l
                                                                                                                                      i
                                                                                                                                       t
                                                                                                                                        y
                                                                                                                                            i
                                                                                                                                             n
                                                                                                                                                c
                                                                                                                                                  o
                                                                                                                                                    m
                                                                                                                                                        p
                                                                                                                                                          l
                                                                                                                                                           e
                                                                                                                                                              x
                                                                                                                                                                 o
                                                                                                                                                                   r
                                                                                                                                                                     e
                                                                                                                                                                       s
                                                                                                                                                                         ,
                                                                                                                                                                           p
                                                                                                                                                                             a
                                                                                                                                                                                rt
                                                                                                                                                                                   i
                                                                                                                                                                                    c
                                                                                                                                                                                      u
                                                                                                                                                                                        l
                                                                                                                                                                                         a
                                                                                                                                                                                            r
                                                                                                                                                                                             l
                                                                                                                                                                                              y
                                                                                                                                                                                                 g
                                                                                                                                                                                                    o
                                                                                                                                                                                                      l
                                                                                                                                                                                                       d
                                                                                                                                                                                                           o
                                                                                                                                                                                                             r
                                                                                                                                                                                                              e
                                                                                                                                                                                                                 s
                                                                                                                                                                                                                   .       c
                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                  f
                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                    r
                                                                                                                                                                                                                                      m
                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                              h
                                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                                    m
                                                                                                                                                                                                                                                        p
                                                                                                                                                                                                                                                          o
                                                                                                                                                                                                                                                             rt
                                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                                  n
                                                                                                                                                                                                                                                                    c
                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                           f
                                                                                                                                                                                                                                                                              a
                                                                                                                                                                                                                                                                                 g
                                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                                      o
                                                                                                                                                                                                                                                                                        l
                                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                                           g
                                                                                                                                                                                                                                                                                              i
                                                                                                                                                                                                                                                                                               c
                                                                                                                                                                                                                                                                                                 a
                                                                                                                                                                                                                                                                                                   l
                                                                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                                                                       p
                                                                                                                                                                                                                                                                                                          p
                                                                                                                                                                                                                                                                                                            r
                                                                                                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                                                                                                a
                                                                                                                                                                                                                                                                                                                  c
                     Figure 2                                                                                                                                                                                                                                                                                       h
                                                                                                                        T
                                                                                                                           h
                                                                                                                             i
                                                                                                                              s
                                                                                                                                 i
                                                                                                                                  s
                                                                                                                                     b
                                                                                                                                        e
                                                                                                                                          c
                                                                                                                                            a
                                                                                                                                              u
                                                                                                                                                 s
                                                                                                                                                   e
                                                                                                                                                      g
                                                                                                                                                        o
                                                                                                                                                           l
                                                                                                                                                            d
                                                                                                                                                               i
                                                                                                                                                                s
                                                                                                                                                                   n
                                                                                                                                                                      o
                                                                                                                                                                        t
                                                                                                                                                                          d
                                                                                                                                                                             e
                                                                                                                                                                               t
                                                                                                                                                                                 e
                                                                                                                                                                                   c
                                                                                                                                                                                     t
                                                                                                                                                                                      e
                                                                                                                                                                                        d
                                                                                                                                                                                            i
                                                                                                                                                                                             t
                                                                                                                                                                                              s
                                                                                                                                                                                                e
                                                                                                                                                                                                   l
                                                                                                                                                                                                    f
                                                                                                                                                                                                     ,
                                                                                                                                                                                                       b
                                                                                                                                                                                                          u
                                                                                                                                                                                                            t              w
                                                                                                                                                                                                                              h
                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                   n
                                                                                                                                                                                                                                      i
                                                                                                                                                                                                                                       n
                                                                                                                                                                                                                                          v
                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                 i
                                                                                                                                                                                                                                                  g
                                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                                       t
                                                                                                                                                                                                                                                        i
                                                                                                                                                                                                                                                         n
                                                                                                                                                                                                                                                            g
                                                                                                                                                                                                                                                               o
                                                                                                                                                                                                                                                                 r
                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                      s
                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                          rt
                                                                                                                                                                                                                                                                             i
                                                                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                                                                 g
                                                                                                                                                                                                                                                                                    t
                                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                                        c
                                                                                                                                                                                                                                                                                          h
                                                                                                                                                                                                                                                                                            n
                                                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                                                 l
                                                                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                                                                    g
                                                                                                                                                                                                                                                                                                      y
                                                                                                                                                                                                                                                                                                         f
                                                                                                                                                                                                                                                                                                           o
                                                                                                                                                                                                                                                                                                             r
                          A
                             n
                               g
                                 l
                                  o
                                     G
                                        o
                                          l
                                           d
                                              A
                                                 s
                                                   h
                                                     a
                                                        n
                                                          t
                                                           i
                                                              h
                                                                a
                                                                  s
                                                                     a
                                                                        p
                                                                          p
                                                                            l
                                                                              i
                                                                               e
                                                                                 d
                                                                                    a
                                                                                        n
                                                                                          e
                                                                                            w
                                                                                                a
                                                                                                   n
                                                                                                     d                  c
                                                                                                                          o
                                                                                                                             r
                                                                                                                              r
                                                                                                                                e
                                                                                                                                  l
                                                                                                                                   a
                                                                                                                                     t
                                                                                                                                       i
                                                                                                                                        o
                                                                                                                                          n
                                                                                                                                            s
                                                                                                                                               b
                                                                                                                                                  e
                                                                                                                                                    t
                                                                                                                                                      w
                                                                                                                                                         e
                                                                                                                                                           e
                                                                                                                                                             n
                                                                                                                                                                d
                                                                                                                                                                   e
                                                                                                                                                                     t
                                                                                                                                                                       e
                                                                                                                                                                         c
                                                                                                                                                                           t
                                                                                                                                                                            a
                                                                                                                                                                              b
                                                                                                                                                                                 l
                                                                                                                                                                                  e
                                                                                                                                                                                     c
                                                                                                                                                                                       h
                                                                                                                                                                                          a
                                                                                                                                                                                            r
                                                                                                                                                                                             a
                                                                                                                                                                                               c
                                                                                                                                                                                                 t
                                                                                                                                                                                                   e
                                                                                                                                                                                                     r
                                                                                                                                                                                                       i
                                                                                                                                                                                                        s
                                                                                                                                                                                                          t
                                                                                                                                                                                                           i
                                                                                                                                                                                                            c
                                                                                                                                                                                                              s            c
                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                m
                                                                                                                                                                                                                                   p
                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                         x
                                                                                                                                                                                                                                            g
                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                l
                                                                                                                                                                                                                                                 d
                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                             .
                                                                                                                                                                                                                                                               I
                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                    a
                                                                                                                                                                                                                                                                      d
                                                                                                                                                                                                                                                                        d
                                                                                                                                                                                                                                                                           i
                                                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                                                             i
                                                                                                                                                                                                                                                                              o
                                                                                                                                                                                                                                                                                n
                                                                                                                                                                                                                                                                                   ,
                                                                                                                                                                                                                                                                                     t
                                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                                                                             n
                                                                                                                                                                                                                                                                                               f
                                                                                                                                                                                                                                                                                                 o
                                                                                                                                                                                                                                                                                                   r
                                                                                                                                                                                                                                                                                                     m
                                                                                                                                                                                                                                                                                                        a
                                                                                                                                                                                                                                                                                                          t
                                                                                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                                                                                               n
                     e
                        x
                          t
                           e
                             n
                                s
                                  i
                                   v
                                     e
                                        g
                                          e
                                             o
                                               l
                                                o
                                                  g
                                                     i
                                                      c
                                                        a
                                                          l
                                                            a
                                                              p
                                                                 p
                                                                   r
                                                                     o
                                                                       a
                                                                         c
                                                                           h
                                                                               b
                                                                                 a
                                                                                   s
                                                                                     e
                                                                                        d
                                                                                           o
                                                                                             n
                                                                                                 t
                                                                                                  h
                                                                                                     e                  a
                                                                                                                           n
                                                                                                                             d
                                                                                                                                g
                                                                                                                                   o
                                                                                                                                     l
                                                                                                                                      d
                                                                                                                                          c
                                                                                                                                            o
                                                                                                                                              n
                                                                                                                                                t
                                                                                                                                                  e
                                                                                                                                                    n
                                                                                                                                                      t
                                                                                                                                                         n
                                                                                                                                                           e
                                                                                                                                                             e
                                                                                                                                                                d
                                                                                                                                                                   t
                                                                                                                                                                     o
                                                                                                                                                                        b
                                                                                                                                                                          e
                                                                                                                                                                              p
                                                                                                                                                                                r
                                                                                                                                                                                  e
                                                                                                                                                                                    s
                                                                                                                                                                                      e
                                                                                                                                                                                        n
                                                                                                                                                                                          t
                                                                                                                                                                                            ,
                                                                                                                                                                                              w
                                                                                                                                                                                                 e
                                                                                                                                                                                                   l
                                                                                                                                                                                                    l                      a
                                                                                                                                                                                                                             c
                                                                                                                                                                                                                               q
                                                                                                                                                                                                                                  u
                                                                                                                                                                                                                                    i
                                                                                                                                                                                                                                     r
                                                                                                                                                                                                                                       e
                                                                                                                                                                                                                                         d
                                                                                                                                                                                                                                            s
                                                                                                                                                                                                                                              u
                                                                                                                                                                                                                                                 p
                                                                                                                                                                                                                                                   p
                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                        rt
                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                              t
                                                                                                                                                                                                                                                               h
                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                     s
                                                                                                                                                                                                                                                                       t
                                                                                                                                                                                                                                                                        a
                                                                                                                                                                                                                                                                          b
                                                                                                                                                                                                                                                                             i
                                                                                                                                                                                                                                                                              l
                                                                                                                                                                                                                                                                               i
                                                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                                                 y
                                                                                                                                                                                                                                                                                    o
                                                                                                                                                                                                                                                                                       f
                                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                                            t
                                                                                                                                                                                                                                                                                             h
                                                                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                                                                 r
                                                                                                                                                                                                                                                                                                    p
                                                                                                                                                                                                                                                                                                      r
                                                                                                                                                                                                                                                                                                        o
                                                                                                                                                                                                                                                                                                          c
                                                                                                                                                                                                                                                                                                            e
                                                                                                                                                                                                                                                                                                              s
                                                                                                                                                                                                                                                                                                                s
                                                                                                                                                                                                                                                                                                                  e
                                                                                                                                                                                                                                                                                                                    s
                     c
                       o
                          r
                           r
                             e
                               l
                                a
                                  t
                                    i
                                     o
                                       n
                                          o
                                             f
                                               g
                                                  e
                                                    o
                                                      l
                                                       o
                                                          g
                                                            i
                                                             c
                                                               a
                                                                 l
                                                                   i
                                                                     n
                                                                       f
                                                                        o
                                                                           r
                                                                            m
                                                                                a
                                                                                  t
                                                                                   i
                                                                                    o
                                                                                       n
                                                                                          a
                                                                                            n
                                                                                               d                        u
                                                                                                                           n
                                                                                                                             d
                                                                                                                               e
                                                                                                                                  r
                                                                                                                                   s
                                                                                                                                     t
                                                                                                                                       o
                                                                                                                                         o
                                                                                                                                           d
                                                                                                                                               a
                                                                                                                                                 n
                                                                                                                                                   d
                                                                                                                                                       r
                                                                                                                                                        e
                                                                                                                                                           l
                                                                                                                                                            i
                                                                                                                                                             a
                                                                                                                                                               b
                                                                                                                                                                 l
                                                                                                                                                                   e
                                                                                                                                                                      t
                                                                                                                                                                       o
                                                                                                                                                                           u
                                                                                                                                                                             n
                                                                                                                                                                               d
                                                                                                                                                                                  e
                                                                                                                                                                                    r
                                                                                                                                                                                      s
                                                                                                                                                                                        t
                                                                                                                                                                                         a
                                                                                                                                                                                           n
                                                                                                                                                                                              d
                                                                                                                                                                                                 t
                                                                                                                                                                                                  h
                                                                                                                                                                                                     e
                                                                                                                                                                                                        g
                                                                                                                                                                                                           o
                                                                                                                                                                                                             l
                                                                                                                                                                                                              d            s
                                                                                                                                                                                                                             u
                                                                                                                                                                                                                                c
                                                                                                                                                                                                                                  h
                                                                                                                                                                                                                                     a
                                                                                                                                                                                                                                       s
                                                                                                                                                                                                                                          m
                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                 a
                                                                                                                                                                                                                                                   l
                                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                                      u
                                                                                                                                                                                                                                                        r
                                                                                                                                                                                                                                                         g
                                                                                                                                                                                                                                                            y
                                                                                                                                                                                                                                                               a
                                                                                                                                                                                                                                                                 n
                                                                                                                                                                                                                                                                   d
                                                                                                                                                                                                                                                                       m
                                                                                                                                                                                                                                                                          i
                                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                                                                              e
                                                                                                                                                                                                                                                                                 g
                                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                                     o
                                                                                                                                                                                                                                                                                        l
                                                                                                                                                                                                                                                                                         o
                                                                                                                                                                                                                                                                                           g
                                                                                                                                                                                                                                                                                              y
                                                                                                                                                                                                                                                                                               .
                                                                                                                                                                                                                                                                                                ”
                     i
                      n
                         f
                          o
                            r
                              m
                                 a
                                    t
                                     i
                                      o
                                         n
                                            c
                                              o
                                                l
                                                 l
                                                   e
                                                     c
                                                       t
                                                        e
                                                          d
                                                              b
                                                                y
                                                                   d
                                                                      i
                                                                       f
                                                                        f
                                                                          e
                                                                            r
                                                                             e
                                                                               n
                                                                                  t
                                                                                    s
                                                                                      e
                                                                                         n
                                                                                           s
                                                                                             o
                                                                                               r
                                                                                                 -
                                                                                                  b
                                                                                                    a
                                                                                                       s
                                                                                                         e
                                                                                                           d            d
                                                                                                                           e
                                                                                                                             p
                                                                                                                               o
                                                                                                                                  rt
                                                                                                                                     a
                                                                                                                                       t
                                                                                                                                        i
                                                                                                                                         o
                                                                                                                                            n
                                                                                                                                               t
                                                                                                                                                 o
                                                                                                                                                    p
                                                                                                                                                      r
                                                                                                                                                        o
                                                                                                                                                          d
                                                                                                                                                             u
                                                                                                                                                               c
                                                                                                                                                                 t
                                                                                                                                                                   a
                                                                                                                                                                      n
                                                                                                                                                                        d
                                                                                                                                                                           w
                                                                                                                                                                               a
                                                                                                                                                                                 s
                                                                                                                                                                                   t
                                                                                                                                                                                    e
                                                                                                                                                                                        f
                                                                                                                                                                                         r
                                                                                                                                                                                          a
                                                                                                                                                                                             c
                                                                                                                                                                                               t
                                                                                                                                                                                                i
                                                                                                                                                                                                 o
                                                                                                                                                                                                   n
                                                                                                                                                                                                      s
                                                                                                                                                                                                        .
                     o
                        r
                         e
                            s
                              o
                                 rt
                                    i
                                     n
                                       g
                                           s
                                             e
                                               n
                                                 s
                                                   o
                                                      r
                                                       s
                                                         .
                                                           Ex
                                                                p
                                                                  e
                                                                    r
                                                                      i
                                                                       e
                                                                         n
                                                                            c
                                                                             e
                                                                                 o
                                                                                   f
                                                                                     t
                                                                                       h
                                                                                         i
                                                                                          s
                                                                                             i
                                                                                               n
                                                                                                  s
                                                                                                    e
                                                                                                      v
                                                                                                        e
                                                                                                          r
                                                                                                            a
                                                                                                              l              A
                                                                                                                                t
                                                                                                                                  t
                                                                                                                                   h
                                                                                                                                      e
                                                                                                                                         1
                                                                                                                                           3
                                                                                                                                             t
                                                                                                                                               h
                                                                                                                                                  I
                                                                                                                                                   n
                                                                                                                                                      t
                                                                                                                                                       e
                                                                                                                                                         r
                                                                                                                                                           n
                                                                                                                                                             a
                                                                                                                                                               t
                                                                                                                                                                 i
                                                                                                                                                                  o
                                                                                                                                                                    n
                                                                                                                                                                       a
                                                                                                                                                                         l
                                                                                                                                                                           M
                                                                                                                                                                               i
                                                                                                                                                                                n
                                                                                                                                                                                  e
                                                                                                                                                                                    r
                                                                                                                                                                                      a
                                                                                                                                                                                        l
                                                                                                                                                                                          P
                                                                                                                                                                                             r
                                                                                                                                                                                              o
                                                                                                                                                                                                 c
                                                                                                                                                                                                   e
                                                                                                                                                                                                     s
                                                                                                                                                                                                       s
                                                                                                                                                                                                         i
                                                                                                                                                                                                          n
                                                                                                                                                                                                            g              A
                                                                                                                                                                                                                              n
                                                                                                                                                                                                                                  a
                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                      y
                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                            i
                                                                                                                                                                                                                                             n
                                                                                                                                                                                                                                                 g
                                                                                                                                                                                                                                                     go
                                                                                                                                                                                                                                                           l
                                                                                                                                                                                                                                                             d
                                                                                                                                                                                                                                                                 l
                                                                                                                                                                                                                                                                   e
                                                                                                                                                                                                                                                                      v
                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                           l
                                                                                                                                                                                                                                                                             s
                     m
                         i
                          n
                            e
                              s
                                 p
                                    r
                                     o
                                        v
                                          e
                                            d
                                               h
                                                  o
                                                    w
                                                        c
                                                          r
                                                            i
                                                             t
                                                              i
                                                               c
                                                                 a
                                                                   l
                                                                     /
                                                                       i
                                                                        m
                                                                           p
                                                                              o
                                                                                rt
                                                                                   a
                                                                                     n
                                                                                        t
                                                                                          t
                                                                                           h
                                                                                              e                         C
                                                                                                                           o
                                                                                                                             n
                                                                                                                               g
                                                                                                                                  r
                                                                                                                                   e
                                                                                                                                     s
                                                                                                                                       s (
                                                                                                                                            2
                                                                                                                                              0
                                                                                                                                                 1
                                                                                                                                                  7
                                                                                                                                                     )
                                                                                                                                                       J
                                                                                                                                                        .
                                                                                                                                                           A
                                                                                                                                                             .
                                                                                                                                                               D
                                                                                                                                                                  u
                                                                                                                                                                     m
                                                                                                                                                                        o
                                                                                                                                                                          n
                                                                                                                                                                             t
                                                                                                                                                                              ,
                                                                                                                                                                                a
                                                                                                                                                                                   n
                                                                                                                                                                                     d
                                                                                                                                                                                        M
                                                                                                                                                                                            .
                                                                                                                                                                                             G
                                                                                                                                                                                                .
                                                                                                                                                                                                  L
                                                                                                                                                                                                    e
                                                                                                                                                                                                      m
                                                                                                                                                                                                          o
                                                                                                                                                                                                            s
                                                                                                                                                                                                               o
                                                                                                                                                                                                                  f        T
                                                                                                                                                                                                                             h
                                                                                                                                                                                                                                e
                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                     b
                                                                                                                                                                                                                                        i
                                                                                                                                                                                                                                         l
                                                                                                                                                                                                                                          i
                                                                                                                                                                                                                                           t
                                                                                                                                                                                                                                             y
                                                                                                                                                                                                                                                t
                                                                                                                                                                                                                                                 o
                                                                                                                                                                                                                                                    a
                                                                                                                                                                                                                                                       s
                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                           a
                                                                                                                                                                                                                                                             y
                                                                                                                                                                                                                                                                l
                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                    v
                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                        l
                                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                                            o
                                                                                                                                                                                                                                                                              f
                                                                                                                                                                                                                                                                                 g
                                                                                                                                                                                                                                                                                   o
                                                                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                                                                       d
                                                                                                                                                                                                                                                                                          a
                                                                                                                                                                                                                                                                                            n
                                                                                                                                                                                                                                                                                               d
                                                                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                                                                    t
                                                                                                                                                                                                                                                                                                      h
                                                                                                                                                                                                                                                                                                        e
                                                                                                                                                                                                                                                                                                          r
                     g
                        e
                          o
                            l
                             o
                                g
                                  i
                                   c
                                     a
                                       l
                                         a
                                            p
                                              p
                                                 r
                                                  o
                                                    a
                                                       c
                                                        h
                                                            i
                                                             s
                                                                t
                                                                  o
                                                                     i
                                                                      n
                                                                        v
                                                                          e
                                                                             s
                                                                               t
                                                                                i
                                                                                 g
                                                                                    a
                                                                                      t
                                                                                       e
                                                                                          o
                                                                                             r
                                                                                              e
                                                                                                 s
                                                                                                    o
                                                                                                      rt
                                                                                                         i
                                                                                                          n
                                                                                                            g           A
                                                                                                                           n
                                                                                                                             g
                                                                                                                               l
                                                                                                                                 o
                                                                                                                                   G
                                                                                                                                      o
                                                                                                                                        l
                                                                                                                                         d
                                                                                                                                             A
                                                                                                                                               s
                                                                                                                                                 h
                                                                                                                                                    a
                                                                                                                                                      n
                                                                                                                                                        t
                                                                                                                                                          i
                                                                                                                                                           ,
                                                                                                                                                             B
                                                                                                                                                                r
                                                                                                                                                                 a
                                                                                                                                                                   z
                                                                                                                                                                     i
                                                                                                                                                                      l
                                                                                                                                                                        a
                                                                                                                                                                           n
                                                                                                                                                                             d
                                                                                                                                                                                R
                                                                                                                                                                                   o
                                                                                                                                                                                     b
                                                                                                                                                                                        b
                                                                                                                                                                                          e
                                                                                                                                                                                            n
                                                                                                                                                                                                p
                                                                                                                                                                                                  r
                                                                                                                                                                                                    e
                                                                                                                                                                                                      s
                                                                                                                                                                                                        e
                                                                                                                                                                                                          n
                                                                                                                                                                                                             t
                                                                                                                                                                                                              e
                                                                                                                                                                                                                d          v
                                                                                                                                                                                                                             a
                                                                                                                                                                                                                               l
                                                                                                                                                                                                                                u
                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                     b
                                                                                                                                                                                                                                       l
                                                                                                                                                                                                                                         e
                                                                                                                                                                                                                                            m
                                                                                                                                                                                                                                               e
                                                                                                                                                                                                                                                  t
                                                                                                                                                                                                                                                   a
                                                                                                                                                                                                                                                     l
                                                                                                                                                                                                                                                      s
                                                                                                                                                                                                                                                         i
                                                                                                                                                                                                                                                           n
                                                                                                                                                                                                                                                              m
                                                                                                                                                                                                                                                                  i
                                                                                                                                                                                                                                                                   n
                                                                                                                                                                                                                                                                     e
                                                                                                                                                                                                                                                                       r
                                                                                                                                                                                                                                                                         a
                                                                                                                                                                                                                                                                           l
                                                                                                                                                                                                                                                                             o
                                                                                                                                                                                                                                                                               r
                                                                                                                                                                                                                                                                                 e
                                                                                                                                                                                                                                                                                   s
                                                                                                                                                                                                                                                                                      a
                                                                                                                                                                                                                                                                                        n
                                                                                                                                                                                                                                                                                           d
                                                                                                                                                                                                                                                                                              p
                                                                                                                                                                                                                                                                                                 r
                                                                                                                                                                                                                                                                                                  o
                                                                                                                                                                                                                                                                                                    c
                                                                                                                                                                                                                                                                                                      e
                                                                                                                                                                                                                                                                                                         s
                                                                                                                                                                                                                                                                                                           s
                                                                                                                                                                                                                                                                                   Hall 5 
                                                                                                                                                                                                                                                                                                -
                                                                                                                                                                                                                                                                                                  Stand E 15
                         QUENCHED & TEMPERED STEEL PLATES:
                         MMMMEEEEEEEETTTT    YYYYOOOOUUUURRRR    
                         TTOOUUGGHHEESSTT  
                         TOUGHEST 
                         DEMANDS
                                  www.QUARD.ME
                                                                                                                      GOLD EXTRACTION
            materials is essential for exploration, resource       and powders and
            definition, mine planning and process control.         slurries to be measured
            Gold has traditionally been analysed using             with equal felicity
            chemical methods, notably fire assay, which are        without additional
            labour-intensive, time-consuming and involve the       preparation.
            use of toxic or hazardous reagents.                       By adjusting the
               Chrysos Corp is commercialising an alternative      operating conditions of
            approach, PhotonAssay, which was originally            the X-ray source, and
            developed by CSIRO. Based on the principles of         identifying different
            photon activation analysis, the method uses a          emitted radiation
            high-power, high-energy X-ray source to excite         signatures, the
            nuclear changes in any gold atoms present in a         PhotonAssay process
            sample, and then measures a characteristic             can be extended to
            signature emitted by these atoms. The process is       measure a range of
            non-destructive, rapid, highly specific and            elements beyond gold.
            capable of providing a true-bulk analysis of           Preliminary results have demonstrated potential        Full design capacity for Chrysos Corp’s
            samples weighing 500 g or more.                        performance for other commercially important           PhotonAssay PA1408X system is 72 samples per
               Samples are packed into barcoded, screw-top         elements, including silver and copper.                 hour
            plastic jars in which they remain throughout the          The first PhotonAssay unit has recently been         to 12 hours by lengthy processing, OLGA provides
            analysis. Once loaded onto an input conveyor,          installed and commissioned at MinAnalytical’s           live data. This enables real time monitoring and
            the analysis process is fully automatic and            assay laboratory operating in Perth, Australia.         adjustment of process systems and empowers
            requires no human intervention. Samples are               Gekko and CSIRO are partnering to                    mining operators to minimise gold losses from
            returned unchanged, and can be safely disposed         commercialise a new technology that provides            process excursions.
            of or retained for future testing as required.         real-time analysis for gold content in a slurry or        Complementing Gekko’s existing Carbon Scout
               Results from extensive factory testing              solution stream. Delivering an updated sub-ppm          measurement system, OLGA will enhance
            demonstrate the ability of the technology to           Au measurement every 10 minutes, the OnLine             Gekko’s metallurgical accounting system which is
            measure gold with high accuracy and sensitivity        Gold Analyser (OLGA) provides insights into             currently under development in collaboration
            down to concentrations of 0.03 ppm. The system         process performance that are unobtainable with          with Rockwell Automation.
            calibration is independent of the chemical or          assayed sample sets. While traditionally assayed          CSIRO Research Director – Nick Cutmore:
            physical form of the sample, allowing different        samples consist of homogenised samples that             “OLGA is a breakthrough in on-line analysis for
            ore types, concentrates, coarse or fine materials,     are collected once per shift and then delayed up        the gold industry and we are excited to be able
                                                                                                                                      ENGINEERING DOBERSEK®
    RZ_Anzeige International Mining_08_18.indd   1                                                                                                                    17.07.2018   14:42:12
The words contained in this file might help you see if this file matches what you are looking for:

...Gold extraction pjsc polyus s the largest producer in russia natalka mill achieved of its design throughput capacity mt y earlier this year nk ys by end may had produced more than e oz since beginning following ramp up will be producing some john chadwick takes his annual times for example last eganstreet look at latest resources identified an opportunity to optimise exploration and significantly enhance financial analysis outcomes owned rothsay recovery project located km northeast perth western australia through application technologies state art ore sorting technology company received highly favourable initial ick holland ceo fields gave a speed h along m spaced lines results from test work completed on presentation entitled mine flight control is fully autonomous with pilot low grade stockpile historical nthe future mines money intervention only during takeoff landing underground key london it he pointed out that broadcast differential gps information outcome use steinert multi sen...

no reviews yet
Please Login to review.