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Difference between revisions of "Accounting Portal API Function EGI HTC"

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<pre>
<pre>
/egi/htc/<scope>/<metric>/<row_variable>/<column_variable>/<start_date>/<end_date>/<VO_group>/<Local_Job_Filter>/<output_format>
/egi/htc/<scope>/<metric>/<row_variable>/<column_variable>/<start_date>/<end_date>/<VO_group>/<Local_Job_Filter>/<output_format>/
</pre>
</pre>


All parameters except can be omitted and defaults will be selected, but all of them will need to be included otherwise.
All parameters except scope can be omitted and defaults will be selected, but all of them will need to be included otherwise.


=Scope=
=Scope=
Mandatory attribute
Format:<pre><scope></pre>
The Scope parameter limits the data that is displayed in the view to a concrete unit in a hierarchical organization. <!--If no scope is present, the default is all of the infrastructure, with optional limitations -depending on the view.-->
The Scope parameter limits the data that is displayed in the view to a concrete unit in a hierarchical organization. <!--If no scope is present, the default is all of the infrastructure, with optional limitations -depending on the view.-->


{|class="wikitable"
{|class="wikitable"
!Scope
!Accepted Values for Scope
!Name
!Name
!Description
!Description
|-
|-
|'''<None>'''
|'''operation_centres'''
|Default Scope
|All the HTC infrastructure.
|-
|'''operations_centres'''
|Operations Centres  
|Operations Centres  
|All the HTC infrastructure by Operations Centre (NGI).
|All the HTC infrastructure by Operations Centre (NGI).
Line 42: Line 42:


= Metric =
= Metric =
Optional attribute
Format: <pre><metric>[-<metric_unit_suffix>]</pre>
The Row and Column variables define the dimensions in which the data are grouped, for each view usually the data are grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively.
The Row and Column variables define the dimensions in which the data are grouped, for each view usually the data are grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively.
These are the valid values for both of these:
These are the valid values for both of these:


{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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Metric values that are only useable in cloud views:
Metric values that are only useable in cloud views:
{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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For all metrics with a unit based on hours, there is an optional suffix to indicate a longer time unit, the basic format is  
For all metrics with a unit based on hours, there is an optional suffix to indicate a longer time unit, the basic format is  


<pre><metric>-<unit_suffix></pre>
<pre><metric>[-<metric_unit_suffix>]</pre>


For example:
For example:
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{|class="wikitable"
{|class="wikitable"
!Suffix
!Accepted Values for Suffix
!Name
!Name
!Description
!Description
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Metric values that are only useable in cloud views:
Metric values that are only useable in cloud views:
{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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= Metric =
= Metric =
The Metric defines the data that is displayed for each grouping in the data after grouping by row and column variables. Metrics allow to select several units for each of them.
The Metric defines the data that is displayed for each grouping in the data after grouping by row and column variables. Metrics allow to select several units for each of them.


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{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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Metric values that are only useable in cloud views:
Metric values that are only useable in cloud views:
{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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{|class="wikitable"
{|class="wikitable"
!Metric
!Accepted Values for Metric
!Name
!Name
!Description
!Description
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|}
|}
-->
-->
= Row and Column Variables =
= Row and Column Variables =
Format:<pre><row_variable>/<column_variable></pre>
Optional attribute
The Row and Column varaibles define the dimensions in which the data is grouped, for each view usually the data is grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively.
The Row and Column varaibles define the dimensions in which the data is grouped, for each view usually the data is grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively.
These are the valid values for both of these:
These are the valid values for both of these:


{|class="wikitable"
{|class="wikitable"
!Variable
!Accepted Values for Variable
!Name
!Name
!Description
!Description
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|Operations Centre
|Operations Centre
|Grouping by Operations Centre
|Grouping by Operations Centre
|-
|'''SITE'''
|Resource Centre
|Grouping by Resource Centre
|-
|-
|'''VO'''
|'''VO'''
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|Grouping by SubmitHost
|Grouping by SubmitHost
|-
|-
|'''Resource Centre'''
|'''RESOURCE_CENTRE'''
|SITE
|SITE
|Group by Resource Centre
|Group by Resource Centre
Line 457: Line 465:


{|class="wikitable"
{|class="wikitable"
!Variable
!Accepted Values for Variable
!Name
!Name
!Description
!Description
Line 488: Line 496:


{|class="wikitable"
{|class="wikitable"
!Variable
!Accepted Values for Variable
!Name
!Name
!Description
!Description
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= Dates =
= Dates =
The URL components for dates are:
 
Optional attribute
 
Format:


<pre>/StartYear/StartMonth/EndYear/EndMonth/</pre>
<pre>/StartYear/StartMonth/EndYear/EndMonth/</pre>
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= VO Group Selector =
= VO Group Selector =
Optional Attribute
Format:
<pre><vo_group></pre>
VO Group selects which VOs are selected for the current view, there are five settings:
VO Group selects which VOs are selected for the current view, there are five settings:


{|class="wikitable"
{|class="wikitable"
!VO Group Selector
!Accepted Values for VO Group Selector
!Meaning
!Meaning
|-
|-
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= Local Job Selector =
= Local Job Selector =
Optional attribute
Format:
<pre>
<local_job_selector>
</pre>
The Local Job selector parameter filters accounting based on its use of local vs infrastructure reosurce
The Local Job selector parameter filters accounting based on its use of local vs infrastructure reosurce


{|class="wikitable"
{|class="wikitable"
!VO Group Selector
!Accepted Values for VO Group Selector
!Meaning
!Meaning
|-
|-
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= Data Selector =
= Data Selector =
Optional attribute
{|class=wikitable
{|class=wikitable
!Data Selector
!Accepted Values for Data Selector
!Meaning
!Meaning
|-
|-
|'''/JSON/'''
|'''/JSON/'''
|Returns data as a text file containing JSON (''Java Script Object Notation'') data.
|Returns data as JSON (''Java Script Object Notation'') data.
|-
|-
|'''/CSV/'''
|'''/CSV/'''
|Returns data as a text file containing CSV (''Comma Separated Values'') data.
|Returns data as CSV (''Comma Separated Values'') data.
|}
|}
= Returns =
In case of success: 200 OK HTTP Code and output.
In case of error: [[https://en.wikipedia.org/wiki/List_of_HTTP_status_codes#4xx_Client_errors| HTTP Error Code]]


= Output Example =
= Output Example =


<pre>
<pre>
https://accounting-pre.egi.cesga.es/egi/htc/countries/number_of_jobs/REGION/DATE/2016/6/2017/6/egi/onlyinfrajobs/JSON/
https://accounting-pre.egi.cesga.es/user/htc/operation_centres/njobs/REGION/DATE/2013/1/2017/6/egi/onlyinfrajobs/</pre>
</pre>


<source lang="javascript">
<source lang="javascript">

Latest revision as of 10:42, 3 August 2017

EGI HTC API

This function returns data from the EGI HTC infrastructure.

/egi/htc/<scope>/<metric>/<row_variable>/<column_variable>/<start_date>/<end_date>/<VO_group>/<Local_Job_Filter>/<output_format>/

All parameters except scope can be omitted and defaults will be selected, but all of them will need to be included otherwise.

Scope

Mandatory attribute

Format:

<scope>

The Scope parameter limits the data that is displayed in the view to a concrete unit in a hierarchical organization.

Accepted Values for Scope Name Description
operation_centres Operations Centres All the HTC infrastructure by Operations Centre (NGI).
countries Countries All the HTC infrastructure by Country.
operation_centre/<operation_centre_name> Individual Operation Centre HTC accounting from a concrete Operations Centre (NGI).
country/<country_name> Individual Country HTC accounting from a concrete Country.
resource_centre/<resource_centre_name> Individual Resource Centre (Site). HTC accounting from a concrete Resource Centre (Site).

Metric

Optional attribute

Format:

<metric>[-<metric_unit_suffix>]

The Row and Column variables define the dimensions in which the data are grouped, for each view usually the data are grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively. These are the valid values for both of these:

Accepted Values for Metric Name Description
number_of_jobs Number of jobs Number of discrete jobs launched, independent on completion status.
normalized_sum_cpu Normalized Sum CPU Hours of CPU time consumed in calculations by jobs, normalised using the HEPSPEC06 benchmark.
sum_cpu Sum CPU Hours of not normalised CPU time consumed by jobs.
normalized_sum_elapsed Normalized Sum Elapsed Hours of wall-clock time consumed by jobs, including I/O, OS and other housekeeping tasks, normalised using the HEPSPEC06 benchmark.
normalized_sum_elapsed_times_number_of_processors Normalized Sum Elapsed * Number of Processors Hours of wall-clock time consumed by jobs, including I/O, OS and other housekeeping tasks, normalised using the multiplied by the number of logical cores used by each job.
sum_elapsed_times_number_of_processors Sum Elapsed * Number of Processors Hours of not normalised wall-clock time consumed by jobs, including I/O, OS and other housekeeping tasks, multiplied by the number of logical cores used by the job.
sum_elapsed Unnormalized Wall CPU Hours Hours of not normalised wall-clock time consumed by jobs, including I/O, OS and other housekeeping tasks.
cpu_efficiency CPU Efficiency Normalised Sum CPU / (Normalised Sum Elapsed * Number of Processors). Measures the percentage of running time of the process used to do actual computations.

Metric Unit Suffix

For all metrics with a unit based on hours, there is an optional suffix to indicate a longer time unit, the basic format is

<metric>[-<metric_unit_suffix>]

For example:

normcpu-month

If no suffix is indicated, hours are selected by default:

Accepted Values for Suffix Name Description
hour Hours Select the default unit of hours, equivalent to not indicating any suffix.
day Days Select a time of unit based on days (24 hours)
month Months Select a time of unit based on months (720 hours)
quarter Quarters Select a time of unit based on quarters (2160 hours)
halfyear Half Years Select a time of unit based on half years (4320 hours)
year Years Select a time of unit based on years (8640 hours)


Row and Column Variables

Format:

<row_variable>/<column_variable>

Optional attribute

The Row and Column varaibles define the dimensions in which the data is grouped, for each view usually the data is grouped bidimensionally using a row variable and a column variable, the name derived from appearing in the rows and columns of the table, respectively. These are the valid values for both of these:

Accepted Values for Variable Name Description
DATE Month Grouping by Month
Year Year Grouping by Year
3M Quarter Grouping by Quarter
6M Half-year Grouping by Half-year
COUNTRY Country Grouping by Country
REGION Operations Centre Grouping by Operations Centre
VO VO Grouping by VO
SubmitHost SubmitHost Grouping by SubmitHost
RESOURCE_CENTRE SITE Group by Resource Centre
NUMBER PROCESSORS Number of Processors Group by the number of Logical Cores.
NODECOUNT Nodes Group by Nodes


Dates

Optional attribute

Format:

/StartYear/StartMonth/EndYear/EndMonth/

The date format is:

/YYYY/MM/YYYY/MM/

The date indicated by StartYear/StartMonth needs to be BEFORE EndYear/EndMonth.

VO Group Selector

Optional Attribute

Format:

<vo_group>

VO Group selects which VOs are selected for the current view, there are five settings:

Accepted Values for VO Group Selector Meaning
lhc The four VOs used on the WLCG Large Hadron Collider (ATLAS, ALICE, LHCb, CMS).
top10 Top 10 VOs that in the period and options selected have the highest unnormalised raw CPU value.
all All VOs are included.
egi VOs officially registered on the EGI Operations Portal.
custom Custom set of virtual organisations.


In the case of a “custom” selection, the used format is

custom-vo1,vo2,vo3,..,von

This scales to infrastructure views with 200+ VOs.

Local Job Selector

Optional attribute Format:

<local_job_selector>

The Local Job selector parameter filters accounting based on its use of local vs infrastructure reosurce

Accepted Values for VO Group Selector Meaning
onlyinfrajobs Selects jobs that were successfully submitted and completed by a local cluster by submitting them directly to the the batch system of the computing cluster, i.e. bypassing the Compute Element interface.
localinfrajobs All jobs executed by the EGI Federation, regardless of the submission mode.
onlylocaljobs Selects jobs that were successfully submitted and completed by a local cluster by submitting them directly to the the batch system of the computing cluster, i.e. bypassing the Compute Element interface.

Data Selector

Optional attribute

Accepted Values for Data Selector Meaning
/JSON/ Returns data as JSON (Java Script Object Notation) data.
/CSV/ Returns data as CSV (Comma Separated Values) data.

Returns

In case of success: 200 OK HTTP Code and output.

In case of error: [HTTP Error Code]

Output Example

https://accounting-pre.egi.cesga.es/user/htc/operation_centres/njobs/REGION/DATE/2013/1/2017/6/egi/onlyinfrajobs/
[{"2016-06":13661,"2016-07":2752,"2016-08":429,"2016-09":0,"2016-10":802,"2016-11":1914,"2016-12":0,"2017-01":3029,"2017-02":1374,"id":"Algeria","Total":23961,"Percent":0.01}, {"2016-06":3249,"2016-07":1947,"2016-
08":3218,"2016-09":3843,"2016-10":5204,"2016-11":3138,"2016-12":3245,"2017-01":3015,"2017-02":1121,"id":"Armenia","Total":27980,"Percent":0.01}, {"2016-06":291859,"2016-07":459222,"2016-08":373650,"2016-
09":366404,"2016-10":373292,"2016-11":405356,"2016-12":307101,"2017-01":346898,"2017-02":205973,"id":"Australia","Total":3129755,"Percent":0.73}, {"2016-06":80438,"2016-07":100363,"2016-08":135644,"2016-
09":124887,"2016-10":102366,"2016-11":115432,"2016-12":87951,"2017-01":95503,"2017-02":77308,"id":"Austria","Total":919892,"Percent":0.21}, {"2016-06":104782,"2016-07":92461,"2016-08":72188,"2016-09":89207,"2016-
10":114044,"2016-11":84188,"2016-12":65494,"2017-01":73037,"2017-02":43199,"id":"Belgium","Total":738600,"Percent":0.17}, {"2016-06":85973,"2016-07":93292,"2016-08":93644,"2016-09":88170,"2016-10":88410,"2016-
11":92791,"2016-12":91828,"2017-01":90197,"2017-02":51692,"id":"Brazil","Total":775997,"Percent":0.18}, {"2016-06":36516,"2016-07":31644,"2016-08":31030,"2016-09":11946,"2016-10":26255,"2016-11":19714,"2016-
12":14915,"2017-01":16721,"2017-02":7147,"id":"Bulgaria","Total":195888,"Percent":0.05}, {"2016-06":4689263,"2016-07":5032828,"2016-08":4627810,"2016-09":4020272,"2016-10":4835534,"2016-11":3838035,"2016-
12":4118913,"2017-01":4614193,"2017-02":2104736,"id":"Canada","Total":37881584,"Percent":8.79}, {"2016-06":136574,"2016-07":207197,"2016-08":126402,"2016-09":96322,"2016-10":82400,"2016-11":139013,"2016-
12":120527,"2017-01":136777,"2017-02":81318,"id":"Chile","Total":1126530,"Percent":0.26}, {"2016-06":114452,"2016-07":157259,"2016-08":102680,"2016-09":162608,"2016-10":126417,"2016-11":144989,"2016-
12":151508,"2017-01":166410,"2017-02":92223,"id":"China","Total":1218546,"Percent":0.28}, {"2016-06":10454,"2016-07":9428,"2016-08":6613,"2016-09":3274,"2016-10":5828,"2016-11":4741,"2016-12":5184,"2017-
01":5598,"2017-02":5665,"id":"Croatia","Total":56785,"Percent":0.01}, {"2016-06":419707,"2016-07":622278,"2016-08":333445,"2016-09":324516,"2016-10":441747,"2016-11":523249,"2016-12":392839,"2017-01":738375,"2017-
02":268361,"id":"Czech Republic","Total":4064517,"Percent":0.94}, {"2016-06":3414,"2016-07":2994,"2016-08":1863,"2016-09":1571,"2016-10":1099,"2016-11":2165,"2016-12":1852,"2017-01":1316,"2017-
02":671,"id":"Denmark","Total":16945,"Percent":0}, {"2016-06":40183,"2016-07":47781,"2016-08":34512,"2016-09":30190,"2016-10":54309,"2016-11":54000,"2016-12":117167,"2017-01":82523,"2017-
02":42673,"id":"Estonia","Total":503338,"Percent":0.12}, {"2016-06":68911,"2016-07":83530,"2016-08":66000,"2016-09":64274,"2016-10":57298,"2016-11":137065,"2016-12":105629,"2017-01":88186,"2017-
02":56777,"id":"Finland","Total":727670,"Percent":0.17}, {"2016-06":5132661,"2016-07":5431276,"2016-08":4063110,"2016-09":3925907,"2016-10":4857282,"2016-11":5366228,"2016-12":5193655,"2017-01":4703217,"2017-
02":2671748,"id":"France","Total":41345084,"Percent":9.59}, {"2016-06":8714,"2016-07":7582,"2016-08":8244,"2016-09":7563,"2016-10":8527,"2016-11":7806,"2016-12":8164,"2017-01":8470,"2017-
02":7459,"id":"Georgia","Total":72529,"Percent":0.02}, {"2016-06":6249765,"2016-07":7106409,"2016-08":5524328,"2016-09":5403365,"2016-10":6225585,"2016-11":5203500,"2016-12":4667233,"2017-01":4685814,"2017-
02":3515577,"id":"Germany","Total":48581576,"Percent":11.27}, {"2016-06":89845,"2016-07":76572,"2016-08":48624,"2016-09":64850,"2016-10":84817,"2016-11":103774,"2016-12":82437,"2017-01":86706,"2017-
02":36689,"id":"Greece","Total":674314,"Percent":0.16}, {"2016-06":108292,"2016-07":121147,"2016-08":111935,"2016-09":131450,"2016-10":165201,"2016-11":147052,"2016-12":142005,"2017-01":123487,"2017-
02":83204,"id":"Hungary","Total":1133773,"Percent":0.26}, {"2016-06":67810,"2016-07":101484,"2016-08":89384,"2016-09":198465,"2016-10":239001,"2016-11":36112,"2016-12":134808,"2017-01":123529,"2017-
02":59639,"id":"India","Total":1050232,"Percent":0.24}, {"2016-06":10214,"2016-07":14832,"2016-08":14350,"2016-09":11917,"2016-10":14721,"2016-11":21637,"2016-12":22400,"2017-01":20802,"2017-
02":12853,"id":"Iran","Total":143726,"Percent":0.03}, {"2016-06":519638,"2016-07":766188,"2016-08":759286,"2016-09":540829,"2016-10":733266,"2016-11":515202,"2016-12":356118,"2017-01":394209,"2017-
02":286127,"id":"Israel","Total":4870863,"Percent":1.13}, {"2016-06":6166170,"2016-07":6544426,"2016-08":6039077,"2016-09":4820783,"2016-10":5007690,"2016-11":4998898,"2016-12":4084614,"2017-01":4061537,"2017-
02":2473938,"id":"Italy","Total":44197133,"Percent":10.25}, {"2016-06":846750,"2016-07":961600,"2016-08":1033948,"2016-09":1117254,"2016-10":1060594,"2016-11":1251950,"2016-12":1387511,"2017-01":1583539,"2017-
02":812695,"id":"Japan","Total":10055841,"Percent":2.33}, {"2016-06":5785,"2016-07":8326,"2016-08":5749,"2016-09":4538,"2016-10":0,"2016-11":0,"2016-12":0,"2017-01":2849,"2017-
02":875,"id":"Malaysia","Total":28122,"Percent":0.01}, {"2016-06":68152,"2016-07":278441,"2016-08":47626,"2016-09":52821,"2016-10":41379,"2016-11":44535,"2016-12":36359,"2017-01":33495,"2017-
02":24157,"id":"Mexico","Total":626965,"Percent":0.15}, {"2016-06":56,"2016-07":1,"2016-08":0,"2016-09":0,"2016-10":1,"2016-11":1,"2016-12":0,"2017-01":0,"2017-02":0,"id":"Moldova","Total":59,"Percent":0}, {"2016-
06":2986,"2016-07":7497,"2016-08":6281,"2016-09":800,"2016-10":980,"2016-11":1722,"2016-12":0,"2017-01":4362,"2017-02":1640,"id":"Morocco","Total":26268,"Percent":0.01}, {"2016-06":1596493,"2016-07":1929149,"2016-
08":1498586,"2016-09":1627043,"2016-10":1380243,"2016-11":2056433,"2016-12":1565076,"2017-01":1967971,"2017-02":931784,"id":"Netherlands","Total":14552778,"Percent":3.38}, {"2016-06":45231,"2016-07":45607,"2016-
08":47860,"2016-09":45050,"2016-10":51944,"2016-11":52402,"2016-12":40473,"2017-01":56608,"2017-02":97712,"id":"Pakistan","Total":482887,"Percent":0.11}, {"2016-06":456197,"2016-07":437478,"2016-08":361102,"2016-
09":390919,"2016-10":448349,"2016-11":536580,"2016-12":385494,"2017-01":406321,"2017-02":208844,"id":"Poland","Total":3631284,"Percent":0.84}, {"2016-06":234085,"2016-07":181328,"2016-08":188300,"2016-
09":241098,"2016-10":137100,"2016-11":269543,"2016-12":203187,"2017-01":205961,"2017-02":154912,"id":"Portugal","Total":1815514,"Percent":0.42}, {"2016-06":1039451,"2016-07":978509,"2016-08":1025222,"2016-
09":1000574,"2016-10":1108580,"2016-11":1125055,"2016-12":973822,"2017-01":1058285,"2017-02":682640,"id":"Romania","Total":8992138,"Percent":2.09}, {"2016-06":1342566,"2016-07":1471906,"2016-08":1316836,"2016-
09":1510919,"2016-10":1597201,"2016-11":1833431,"2016-12":1708028,"2017-01":1971692,"2017-02":1018750,"id":"Russia","Total":13771329,"Percent":3.2}, {"2016-06":22966,"2016-07":25770,"2016-08":23796,"2016-
09":25658,"2016-10":25232,"2016-11":24717,"2016-12":25744,"2017-01":25962,"2017-02":16267,"id":"Serbia","Total":216112,"Percent":0.05}, {"2016-06":318750,"2016-07":491367,"2016-08":464943,"2016-09":386949,"2016-
10":233969,"2016-11":246260,"2016-12":215088,"2017-01":375396,"2017-02":225941,"id":"Slovakia","Total":2958663,"Percent":0.69}, {"2016-06":323791,"2016-07":337088,"2016-08":466323,"2016-09":568205,"2016-
10":460448,"2016-11":575114,"2016-12":507834,"2017-01":640344,"2017-02":291847,"id":"Slovenia","Total":4170994,"Percent":0.97}, {"2016-06":202517,"2016-07":153760,"2016-08":239774,"2016-09":170641,"2016-
10":108418,"2016-11":137154,"2016-12":54516,"2017-01":131694,"2017-02":27527,"id":"South Africa","Total":1226001,"Percent":0.28}, {"2016-06":229904,"2016-07":254695,"2016-08":222586,"2016-09":238886,"2016-
10":242506,"2016-11":219178,"2016-12":224613,"2017-01":205605,"2017-02":121551,"id":"South Korea","Total":1959524,"Percent":0.45}, {"2016-06":2073827,"2016-07":2767297,"2016-08":2107366,"2016-09":1557557,"2016-
10":1602377,"2016-11":1661569,"2016-12":1531844,"2017-01":1830961,"2017-02":891610,"id":"Spain","Total":16024408,"Percent":3.72}, {"2016-06":518704,"2016-07":794844,"2016-08":547784,"2016-09":678153,"2016-
10":446006,"2016-11":718811,"2016-12":787393,"2017-01":686438,"2017-02":251313,"id":"Sweden","Total":5429446,"Percent":1.26}, {"2016-06":5633036,"2016-07":10000069,"2016-08":9024028,"2016-09":9187595,"2016-
10":6616377,"2016-11":9729971,"2016-12":9283298,"2017-01":10152307,"2017-02":6028621,"id":"Switzerland","Total":75655302,"Percent":17.55}, {"2016-06":563484,"2016-07":483833,"2016-08":363070,"2016-09":457901,"2016-
10":700604,"2016-11":671881,"2016-12":515346,"2017-01":664942,"2017-02":401226,"id":"Taiwan","Total":4822287,"Percent":1.12}, {"2016-06":9619,"2016-07":9302,"2016-08":10491,"2016-09":10119,"2016-10":11852,"2016-
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11":"11.85%","2016-12":"11.13%","2017-01":"11.73%","2017-02":"6.80%","id":"Percent","Percent":"","Total":""}, 
{"id":"xlegend","0":"Algeria","1":"Armenia","2":"Australia","3":"Austria","4":"Belgium","5":"Brazil","6":"Bulgaria","7":"Canada","8":"Chile","9":"China","10":"Croatia","11":"Czech 
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"Mexico","27":"Moldova","28":"Morocco","29":"Netherlands","30":"Pakistan","31":"Poland","32":"Portugal","33":"Romania","34":"Russia","35":"Serbia","36":"Slovakia","37":"Slovenia","38":"South Africa","39":"South 
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