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From sgoes...@apache.org
Subject [freemarker-generator] branch FREEMARKER-129 updated: Add CSV filter and transform example
Date Tue, 11 Feb 2020 21:21:01 GMT
This is an automated email from the ASF dual-hosted git repository.

sgoeschl pushed a commit to branch FREEMARKER-129
in repository https://gitbox.apache.org/repos/asf/freemarker-generator.git


The following commit(s) were added to refs/heads/FREEMARKER-129 by this push:
     new 5ab2ced  Add CSV filter and transform example
5ab2ced is described below

commit 5ab2ced22d2ef137b2551c5e31e987d5fda1a735
Author: Siegfried Goeschl <siegfried.goeschl@gmail.com>
AuthorDate: Tue Feb 11 22:20:47 2020 +0100

    Add CSV filter and transform example
---
 freemarker-generator-cli/README.md                 |  158 +-
 freemarker-generator-cli/run-samples.sh            |    3 +
 .../site/sample/csv/sales-records.csv              | 5001 ++++++++++++++++++++
 .../src/main/scripts/run-samples.sh                |    3 +
 .../freemarker/generator/cli/ManualTest.java       |   12 +-
 .../templates/csv/csv/gatling-user-credentials.ftl |    2 +-
 .../templates/csv/md/filter.ftl                    |   56 +
 freemarker-generator-tools/pom.xml                 |    2 +-
 .../generator/tools/commonscsv/CommonsCSVTool.java |    2 -
 9 files changed, 5204 insertions(+), 35 deletions(-)

diff --git a/freemarker-generator-cli/README.md b/freemarker-generator-cli/README.md
index 13989ce..af28d5a 100644
--- a/freemarker-generator-cli/README.md
+++ b/freemarker-generator-cli/README.md
@@ -137,6 +137,7 @@ templates/demo.ftl
 templates/csv/html/transform.ftl
 templates/csv/md/transform.ftl
 templates/csv/shell/curl.ftl
+templates/csv/md/filter.ftl
 templates/csv/fo/transform.ftl
 fop -fo target/out/locker-test-users.fo target/out/locker-test-users.pdf
 templates/csv/fo/transactions.ftl
@@ -155,34 +156,36 @@ templates/properties/csv/locker-test-users.ftl
 templates/yaml/txt/transform.ftl
 templates/xml/txt/recipients.ftl
 Created the following sample files in ./target/out
-total 1200
--rw-r--r--  1 sgoeschl  staff     646 Jan 26 15:13 combined-access.log.txt
--rw-r--r--  1 sgoeschl  staff   22548 Jan 26 15:13 contract.html
--rw-r--r--  1 sgoeschl  staff    7933 Jan 26 15:13 contract.md
--rw-r--r--  1 sgoeschl  staff     784 Jan 26 15:13 curl.sh
--rw-r--r--  1 sgoeschl  staff     232 Jan 26 15:13 customer.txt
--rw-r--r--  1 sgoeschl  staff    5873 Jan 26 15:13 demo.txt
--rw-r--r--  1 sgoeschl  staff    1310 Jan 26 15:13 dependencies.csv
--rw-r--r--  1 sgoeschl  staff    2029 Jan 26 15:13 github-users-curl.md
--rw-r--r--  1 sgoeschl  staff    1584 Jan 26 15:13 info.txt
--rw-r--r--  1 sgoeschl  staff      66 Jan 26 15:13 interactive-html.txt
--rw-r--r--  1 sgoeschl  staff      16 Jan 26 15:13 interactive-json.txt
--rw-r--r--  1 sgoeschl  staff      10 Jan 26 15:13 interactive-xml.txt
--rw-r--r--  1 sgoeschl  staff     239 Jan 26 15:13 locker-test-users.csv
--rw-r--r--  1 sgoeschl  staff    6288 Jan 26 15:13 locker-test-users.fo
--rw-r--r--  1 sgoeschl  staff    5488 Jan 26 15:13 locker-test-users.pdf
--rw-r--r--  1 sgoeschl  staff     921 Jan 26 15:13 recipients.txt
--rw-r--r--  1 sgoeschl  staff     379 Jan 26 15:13 swagger-spec.csv
--rw-r--r--  1 sgoeschl  staff     156 Jan 26 15:13 test-multiple-sheets.xlsx.csv
--rw-r--r--  1 sgoeschl  staff    1917 Jan 26 15:13 test-multiple-sheets.xlsx.html
--rw-r--r--  1 sgoeschl  staff     389 Jan 26 15:13 test-multiple-sheets.xlsx.md
--rw-r--r--  1 sgoeschl  staff     150 Jan 26 15:13 test-transform-xls.csv
--rw-r--r--  1 sgoeschl  staff    1556 Jan 26 15:13 test.xls.html
--rw-r--r--  1 sgoeschl  staff    1558 Jan 26 15:13 test.xslx.html
--rw-r--r--  1 sgoeschl  staff   25758 Jan 26 15:13 transactions-fo.pdf
--rw-r--r--  1 sgoeschl  staff   66016 Jan 26 15:13 transactions-html.pdf
--rw-r--r--  1 sgoeschl  staff  330128 Jan 26 15:13 transactions.fo
--rw-r--r--  1 sgoeschl  staff   51008 Jan 26 15:13 transactions.html
+total 1208
+-rw-r--r--  1 sgoeschl  staff     646 Feb 11 22:17 combined-access.log.txt
+-rw-r--r--  1 sgoeschl  staff   22548 Feb 11 22:17 contract.html
+-rw-r--r--  1 sgoeschl  staff    7933 Feb 11 22:17 contract.md
+-rw-r--r--  1 sgoeschl  staff     784 Feb 11 22:17 curl.sh
+-rw-r--r--  1 sgoeschl  staff     232 Feb 11 22:17 customer.txt
+-rw-r--r--  1 sgoeschl  staff    5908 Feb 11 22:17 demo.txt
+-rw-r--r--  1 sgoeschl  staff    1310 Feb 11 22:17 dependencies.csv
+-rw-r--r--  1 sgoeschl  staff    2029 Feb 11 22:17 github-users-curl.md
+-rw-r--r--  1 sgoeschl  staff    1708 Feb 11 22:17 info.txt
+-rw-r--r--  1 sgoeschl  staff      66 Feb 11 22:17 interactive-html.txt
+-rw-r--r--  1 sgoeschl  staff      16 Feb 11 22:17 interactive-json.txt
+-rw-r--r--  1 sgoeschl  staff      10 Feb 11 22:17 interactive-xml.txt
+-rw-r--r--  1 sgoeschl  staff     285 Feb 11 22:17 locker-test-users.csv
+-rw-r--r--  1 sgoeschl  staff    6341 Feb 11 22:17 locker-test-users.fo
+-rw-r--r--  1 sgoeschl  staff    5526 Feb 11 22:17 locker-test-users.pdf
+-rw-r--r--  1 sgoeschl  staff     921 Feb 11 22:17 recipients.txt
+-rw-r--r--  1 sgoeschl  staff     910 Feb 11 22:17 sales-records.md
+-rw-r--r--  1 sgoeschl  staff     379 Feb 11 22:17 swagger-spec.csv
+-rw-r--r--  1 sgoeschl  staff     156 Feb 11 22:17 test-multiple-sheets.xlsx.csv
+-rw-r--r--  1 sgoeschl  staff    1917 Feb 11 22:17 test-multiple-sheets.xlsx.html
+-rw-r--r--  1 sgoeschl  staff     389 Feb 11 22:17 test-multiple-sheets.xlsx.md
+-rw-r--r--  1 sgoeschl  staff     150 Feb 11 22:17 test-transform-xls.csv
+-rw-r--r--  1 sgoeschl  staff    1556 Feb 11 22:17 test.xls.html
+-rw-r--r--  1 sgoeschl  staff    1558 Feb 11 22:17 test.xslx.html
+-rw-r--r--  1 sgoeschl  staff   25758 Feb 11 22:17 transactions-fo.pdf
+-rw-r--r--  1 sgoeschl  staff   66016 Feb 11 22:17 transactions-html.pdf
+-rw-r--r--  1 sgoeschl  staff  330129 Feb 11 22:17 transactions.fo
+-rw-r--r--  1 sgoeschl  staff   51008 Feb 11 22:17 transactions.html
+
 ```
 
 Please note that generated PDF files are very likely not found since they require `wkhtmltopdf` and `Apache FOP` installation.
@@ -1004,7 +1007,104 @@ John Smith
 <a href="${project.url}" title="FreeMarker CLI">FreeMarker CLI</a>
 ```
 
-## 6.14 Using Advanced FreeMarker Features
+## 6.14 Filtering & Transforming CSV
+
+During an integration project we imported large transactions CSV files (500.000+ records) and in case of import failures the developers would be happy to get a nice outline of the transactions causing the problem (the CSV records have 60+ columns) - in essence it is filtering (based on some primary key) and and transforming into an output format (Markdown).
+
+So lets start the filtering & transformation using the following command line
+
+```
+> bin/freemarker-cli -e UTF-8 -l de_AT -Dcolumn="Order ID" -Dvalues=226939189,957081544 -Dformat=DEFAULT -Ddelimiter=COMMA -t templates/csv/md/filter.ftl site/sample/csv/sales-records.csv
+```
+
+and Apache FreeMarker template
+
+```
+<#ftl output_format="plainText" strip_text="true">
+<#assign document = Documents.get(0)>
+<#assign parser = parser(document)>
+<#assign headers = parser.getHeaderNames()>
+<#assign column = SystemTool.getProperty("column")>
+<#assign values = SystemTool.getProperty("values")?split(",")>
+
+<#-- Process each line without materializing the whole file in memory -->
+
+<#compress>
+    <@writePageHeader document/>
+    <#list parser.iterator() as record>
+        <#if filter(record)>
+            <@writeCsvRecord headers record/>
+        </#if>
+    </#list>
+</#compress>
+
+<#function parser document>
+    <#assign format = CSVTool.formats[SystemTool.getProperty("format", "DEFAULT")]>
+    <#assign delimiter = CSVTool.toDelimiter(SystemTool.getProperty("delimiter", format.getDelimiter()))>
+    <#return CSVTool.parse(document, format.withFirstRecordAsHeader().withDelimiter(delimiter))>
+</#function>
+
+<#function filter record>
+    <#return values?seq_contains(record.get(column))>
+</#function>
+
+<#macro writePageHeader document>
+    # ${document.name}
+</#macro>
+
+<#macro writeCsvRecord headers record>
+    ## Line ${record.getRecordNumber()}
+    | Column    | Value                       |
+    | --------- | --------------------------- |
+    <#list headers as header>
+    | ${header} | ${record.get(header)}       |
+    </#list>
+</#macro>
+
+
+```
+
+yields
+
+```
+# sales-records.csv
+## Line 1
+| Column | Value |
+| --------- | --------------------------- |
+| Region | Central America and the Caribbean |
+| Country | Antigua and Barbuda |
+| Item Type | Baby Food |
+| Sales Channel | Online |
+| Order Priority | M |
+| Order Date | 12/20/2013 |
+| Order ID | 957081544 |
+| Ship Date | 1/11/2014 |
+| Units Sold | 552 |
+| Unit Price | 255.28 |
+| Unit Cost | 159.42 |
+| Total Revenue | 140914.56 |
+| Total Cost | 87999.84 |
+| Total Profit | 52914.72 |
+## Line 4.998
+| Column | Value |
+| --------- | --------------------------- |
+| Region | Asia |
+| Country | Myanmar |
+| Item Type | Baby Food |
+| Sales Channel | Offline |
+| Order Priority | H |
+| Order Date | 11/23/2016 |
+| Order ID | 226939189 |
+| Ship Date | 12/10/2016 |
+| Units Sold | 5204 |
+| Unit Price | 255.28 |
+| Unit Cost | 159.42 |
+| Total Revenue | 1328477.12 |
+| Total Cost | 829621.68 |
+| Total Profit | 498855.44 |
+```
+
+## 6.15 Using Advanced FreeMarker Features
 
 There is a `demo.ftl` which shows some advanced FreeMarker functionality
 
diff --git a/freemarker-generator-cli/run-samples.sh b/freemarker-generator-cli/run-samples.sh
index 45e45ce..ce0f559 100755
--- a/freemarker-generator-cli/run-samples.sh
+++ b/freemarker-generator-cli/run-samples.sh
@@ -63,6 +63,9 @@ $FREEMARKER_CMD -t templates/csv/md/transform.ftl site/sample/csv/contract.csv >
 echo "templates/csv/shell/curl.ftl"
 $FREEMARKER_CMD -t ./templates/csv/shell/curl.ftl site/sample/csv/user.csv > target/out/curl.sh || { echo >&2 "Test failed.  Aborting."; exit 1; }
 
+echo "templates/csv/md/filter.ftl"
+$FREEMARKER_CMD -e UTF-8 -l de_AT -Dcolumn="Order ID" -Dvalues=226939189,957081544 -Dformat=DEFAULT -Ddelimiter=COMMA -t templates/csv/md/filter.ftl site/sample/csv/sales-records.csv > target/out/sales-records.md || { echo >&2 "Test failed.  Aborting."; exit 1; }
+
 #############################################################################
 # CSV To XML-FO & PDF
 #############################################################################
diff --git a/freemarker-generator-cli/site/sample/csv/sales-records.csv b/freemarker-generator-cli/site/sample/csv/sales-records.csv
new file mode 100755
index 0000000..d589719
--- /dev/null
+++ b/freemarker-generator-cli/site/sample/csv/sales-records.csv
@@ -0,0 +1,5001 @@
+Region,Country,Item Type,Sales Channel,Order Priority,Order Date,Order ID,Ship Date,Units Sold,Unit Price,Unit Cost,Total Revenue,Total Cost,Total Profit
+Central America and the Caribbean,Antigua and Barbuda ,Baby Food,Online,M,12/20/2013,957081544,1/11/2014,552,255.28,159.42,140914.56,87999.84,52914.72
+Central America and the Caribbean,Panama,Snacks,Offline,C,7/5/2010,301644504,7/26/2010,2167,152.58,97.44,330640.86,211152.48,119488.38
+Europe,Czech Republic,Beverages,Offline,C,9/12/2011,478051030,9/29/2011,4778,47.45,31.79,226716.10,151892.62,74823.48
+Asia,North Korea,Cereal,Offline,L,5/13/2010,892599952,6/15/2010,9016,205.70,117.11,1854591.20,1055863.76,798727.44
+Asia,Sri Lanka,Snacks,Offline,C,7/20/2015,571902596,7/27/2015,7542,152.58,97.44,1150758.36,734892.48,415865.88
+Middle East and North Africa,Morocco,Personal Care,Offline,L,11/8/2010,412882792,11/22/2010,48,81.73,56.67,3923.04,2720.16,1202.88
+Australia and Oceania,Federated States of Micronesia,Clothes,Offline,H,3/28/2011,932776868,5/10/2011,8258,109.28,35.84,902434.24,295966.72,606467.52
+Europe,Bosnia and Herzegovina,Clothes,Online,M,10/14/2013,919133651,11/4/2013,927,109.28,35.84,101302.56,33223.68,68078.88
+Middle East and North Africa,Afghanistan,Clothes,Offline,M,8/27/2016,579814469,10/5/2016,8841,109.28,35.84,966144.48,316861.44,649283.04
+Sub-Saharan Africa,Ethiopia,Baby Food,Online,M,4/13/2015,192993152,5/7/2015,9817,255.28,159.42,2506083.76,1565026.14,941057.62
+Middle East and North Africa,Turkey,Office Supplies,Offline,C,9/25/2013,557156026,10/15/2013,3704,651.21,524.96,2412081.84,1944451.84,467630.00
+Middle East and North Africa,Oman,Cosmetics,Online,M,5/12/2013,741101920,5/17/2013,7382,437.20,263.33,3227410.40,1943902.06,1283508.34
+Asia,Malaysia,Cereal,Offline,L,7/31/2016,333942162,8/25/2016,9762,205.70,117.11,2008043.40,1143227.82,864815.58
+Central America and the Caribbean,Saint Lucia,Cosmetics,Offline,H,7/6/2015,795100581,7/16/2015,6786,437.20,263.33,2966839.20,1786957.38,1179881.82
+Central America and the Caribbean,Saint Vincent and the Grenadines,Baby Food,Online,L,11/28/2010,504313504,12/3/2010,6428,255.28,159.42,1640939.84,1024751.76,616188.08
+Middle East and North Africa,Lebanon,Meat,Offline,H,12/17/2015,611629760,1/31/2016,3693,421.89,364.69,1558039.77,1346800.17,211239.60
+Europe,Austria,Cereal,Offline,C,8/13/2014,987410676,9/6/2014,5616,205.70,117.11,1155211.20,657689.76,497521.44
+Europe,Bulgaria,Office Supplies,Online,L,10/31/2010,672330081,11/29/2010,6266,651.21,524.96,4080481.86,3289399.36,791082.50
+North America,Mexico,Beverages,Online,C,3/13/2017,127374303,3/20/2017,1742,47.45,31.79,82657.90,55378.18,27279.72
+Central America and the Caribbean,Trinidad and Tobago,Baby Food,Offline,C,4/16/2013,783842170,6/1/2013,5172,255.28,159.42,1320308.16,824520.24,495787.92
+Middle East and North Africa,Libya,Beverages,Offline,L,1/18/2010,993345010,3/3/2010,1718,47.45,31.79,81519.10,54615.22,26903.88
+Middle East and North Africa,Algeria,Baby Food,Offline,M,9/5/2015,977806651,10/14/2015,3572,255.28,159.42,911860.16,569448.24,342411.92
+Europe,Estonia,Fruits,Online,L,9/28/2016,579463422,11/1/2016,4958,9.33,6.92,46258.14,34309.36,11948.78
+Australia and Oceania,Tuvalu,Beverages,Offline,L,3/22/2012,610864150,4/7/2012,7132,47.45,31.79,338413.40,226726.28,111687.12
+Middle East and North Africa,Saudi Arabia,Snacks,Offline,L,4/25/2017,604870164,6/5/2017,3378,152.58,97.44,515415.24,329152.32,186262.92
+Central America and the Caribbean,Cuba,Cereal,Online,H,3/13/2014,164655292,5/1/2014,4015,205.70,117.11,825885.50,470196.65,355688.85
+Europe,Montenegro,Fruits,Offline,L,5/29/2016,313705861,7/10/2016,1390,9.33,6.92,12968.70,9618.80,3349.90
+Central America and the Caribbean,Guatemala,Office Supplies,Online,M,1/17/2012,345820701,2/1/2012,4885,651.21,524.96,3181160.85,2564429.60,616731.25
+Sub-Saharan Africa,Guinea,Baby Food,Online,M,12/27/2012,975111138,1/21/2013,5910,255.28,159.42,1508704.80,942172.20,566532.60
+Australia and Oceania,Vanuatu,Snacks,Online,C,4/1/2013,286001002,4/15/2013,2907,152.58,97.44,443550.06,283258.08,160291.98
+Middle East and North Africa,United Arab Emirates,Cosmetics,Offline,H,6/26/2015,483226621,8/6/2015,6350,437.20,263.33,2776220.00,1672145.50,1104074.50
+Australia and Oceania,Australia,Clothes,Offline,M,1/17/2012,241836822,1/17/2012,3744,109.28,35.84,409144.32,134184.96,274959.36
+Middle East and North Africa,Oman,Clothes,Online,H,7/3/2011,557192933,7/5/2011,4626,109.28,35.84,505529.28,165795.84,339733.44
+Sub-Saharan Africa,Malawi,Meat,Online,L,2/17/2012,694968783,4/2/2012,5562,421.89,364.69,2346552.18,2028405.78,318146.40
+Middle East and North Africa,Lebanon,Fruits,Online,H,4/5/2013,441150701,5/12/2013,5150,9.33,6.92,48049.50,35638.00,12411.50
+Europe,Czech Republic,Cereal,Online,M,7/8/2011,552037513,8/5/2011,9022,205.70,117.11,1855825.40,1056566.42,799258.98
+Australia and Oceania,Vanuatu,Cosmetics,Offline,C,2/24/2012,504240548,3/27/2012,4838,437.20,263.33,2115173.60,1273990.54,841183.06
+Europe,Luxembourg,Vegetables,Offline,L,2/13/2010,744683635,4/1/2010,7291,154.06,90.93,1123251.46,662970.63,460280.83
+Sub-Saharan Africa,Benin,Personal Care,Online,L,8/7/2016,440603101,9/15/2016,3104,81.73,56.67,253689.92,175903.68,77786.24
+Middle East and North Africa,Somalia,Clothes,Offline,L,4/26/2017,629547774,5/3/2017,6031,109.28,35.84,659067.68,216151.04,442916.64
+Europe,Switzerland,Meat,Online,L,3/21/2014,169378983,4/10/2014,1860,421.89,364.69,784715.40,678323.40,106392.00
+Middle East and North Africa,Saudi Arabia,Personal Care,Offline,L,2/2/2014,688270556,3/4/2014,3407,81.73,56.67,278454.11,193074.69,85379.42
+Asia,Laos,Meat,Online,L,3/21/2017,734708821,3/24/2017,5522,421.89,364.69,2329676.58,2013818.18,315858.40
+Asia,Kyrgyzstan,Snacks,Online,C,8/6/2013,727492606,9/22/2013,84,152.58,97.44,12816.72,8184.96,4631.76
+Middle East and North Africa,Algeria,Baby Food,Offline,M,12/30/2016,705733239,1/25/2017,1003,255.28,159.42,256045.84,159898.26,96147.58
+Sub-Saharan Africa,Angola,Office Supplies,Offline,C,10/3/2015,778854548,10/3/2015,9224,651.21,524.96,6006761.04,4842231.04,1164530.00
+Sub-Saharan Africa,Mauritania,Cosmetics,Offline,M,5/30/2014,676592862,7/9/2014,7718,437.20,263.33,3374309.60,2032380.94,1341928.66
+Middle East and North Africa,Lebanon,Household,Offline,M,10/15/2014,198997008,10/16/2014,6492,668.27,502.54,4338408.84,3262489.68,1075919.16
+Europe,Finland,Beverages,Online,H,3/16/2012,566428315,3/23/2012,7581,47.45,31.79,359718.45,240999.99,118718.46
+Asia,Taiwan,Baby Food,Online,M,5/27/2014,369560611,6/13/2014,52,255.28,159.42,13274.56,8289.84,4984.72
+Europe,Belgium,Snacks,Online,M,1/12/2015,519380223,1/17/2015,5005,152.58,97.44,763662.90,487687.20,275975.70
+Asia,Laos,Office Supplies,Online,H,8/10/2012,197185981,9/11/2012,568,651.21,524.96,369887.28,298177.28,71710.00
+Europe,San Marino,Office Supplies,Online,H,4/13/2014,904589211,5/4/2014,6905,651.21,524.96,4496605.05,3624848.80,871756.25
+Australia and Oceania,Tuvalu,Household,Offline,H,11/23/2016,613513743,12/31/2016,1205,668.27,502.54,805265.35,605560.70,199704.65
+Australia and Oceania,Kiribati,Clothes,Offline,M,10/22/2010,516195905,10/29/2010,2694,109.28,35.84,294400.32,96552.96,197847.36
+Asia,Kyrgyzstan,Vegetables,Offline,H,12/3/2013,975184524,1/17/2014,7626,154.06,90.93,1174861.56,693432.18,481429.38
+Australia and Oceania,Samoa ,Clothes,Online,M,12/8/2014,173340928,1/3/2015,4287,109.28,35.84,468483.36,153646.08,314837.28
+Sub-Saharan Africa,Central African Republic,Personal Care,Offline,H,12/16/2014,863838946,1/5/2015,7995,81.73,56.67,653431.35,453076.65,200354.70
+Asia,Uzbekistan,Cereal,Offline,L,3/2/2016,920164906,3/6/2016,6099,205.70,117.11,1254564.30,714253.89,540310.41
+Central America and the Caribbean,Dominica,Meat,Online,M,6/12/2010,986117637,7/30/2010,2977,421.89,364.69,1255966.53,1085682.13,170284.40
+Middle East and North Africa,Qatar,Cereal,Online,L,6/18/2013,425808465,7/18/2013,5042,205.70,117.11,1037139.40,590468.62,446670.78
+Central America and the Caribbean,Saint Lucia,Beverages,Online,L,6/12/2015,473661220,7/3/2015,5736,47.45,31.79,272173.20,182347.44,89825.76
+Europe,Bosnia and Herzegovina,Baby Food,Online,C,4/4/2015,184412229,4/7/2015,531,255.28,159.42,135553.68,84652.02,50901.66
+Asia,South Korea,Vegetables,Offline,H,8/12/2016,483110320,9/30/2016,1934,154.06,90.93,297952.04,175858.62,122093.42
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+Europe,Finland,Vegetables,Online,H,9/28/2012,800352561,10/21/2012,963,154.06,90.93,148359.78,87565.59,60794.19
+Sub-Saharan Africa,Sao Tome and Principe,Baby Food,Online,L,7/1/2015,783646905,8/10/2015,7388,255.28,159.42,1886008.64,1177794.96,708213.68
+Europe,Poland,Beverages,Offline,C,1/8/2014,714165675,2/2/2014,6348,47.45,31.79,301212.60,201802.92,99409.68
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+Middle East and North Africa,Saudi Arabia,Office Supplies,Offline,M,11/2/2013,306134307,11/24/2013,799,651.21,524.96,520316.79,419443.04,100873.75
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+Middle East and North Africa,Pakistan,Office Supplies,Offline,L,7/6/2017,363376510,8/10/2017,39,651.21,524.96,25397.19,20473.44,4923.75
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+Sub-Saharan Africa,Cameroon,Household,Online,C,6/18/2012,170732104,8/7/2012,2279,668.27,502.54,1522987.33,1145288.66,377698.67
+Europe,Croatia,Beverages,Offline,L,2/22/2013,189924275,3/21/2013,1668,47.45,31.79,79146.60,53025.72,26120.88
+Asia,Thailand,Clothes,Offline,L,2/6/2011,521086966,2/19/2011,68,109.28,35.84,7431.04,2437.12,4993.92
+Asia,Kyrgyzstan,Meat,Online,M,7/11/2012,303331506,8/6/2012,1388,421.89,364.69,585583.32,506189.72,79393.60
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+Australia and Oceania,Marshall Islands,Fruits,Online,H,8/30/2016,500272166,10/9/2016,506,9.33,6.92,4720.98,3501.52,1219.46
+Asia,South Korea,Snacks,Online,L,12/18/2010,263208234,1/20/2011,8020,152.58,97.44,1223691.60,781468.80,442222.80
+Europe,Hungary,Beverages,Offline,M,12/3/2010,948075759,1/4/2011,5540,47.45,31.79,262873.00,176116.60,86756.40
+Europe,Sweden,Cereal,Offline,L,10/19/2012,737736070,11/3/2012,1352,205.70,117.11,278106.40,158332.72,119773.68
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+Australia and Oceania,Samoa ,Office Supplies,Online,M,4/29/2012,118774497,5/24/2012,6868,651.21,524.96,4472510.28,3605425.28,867085.00
+Australia and Oceania,Papua New Guinea,Baby Food,Online,M,2/26/2017,712469232,3/12/2017,4333,255.28,159.42,1106128.24,690766.86,415361.38
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+Middle East and North Africa,Jordan,Personal Care,Online,H,1/8/2015,437160861,1/16/2015,4468,81.73,56.67,365169.64,253201.56,111968.08
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+Europe,Monaco,Personal Care,Online,H,3/29/2016,351247346,5/8/2016,750,81.73,56.67,61297.50,42502.50,18795.00
+Europe,Portugal,Beverages,Offline,H,1/20/2016,554721438,1/28/2016,3256,47.45,31.79,154497.20,103508.24,50988.96
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+Europe,Kosovo,Office Supplies,Online,C,11/9/2011,374663245,11/26/2011,35,651.21,524.96,22792.35,18373.60,4418.75
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+Europe,Poland,Office Supplies,Online,H,9/19/2013,148894631,9/25/2013,85,651.21,524.96,55352.85,44621.60,10731.25
+Sub-Saharan Africa,Democratic Republic of the Congo,Beverages,Online,L,6/18/2010,151373851,7/12/2010,3741,47.45,31.79,177510.45,118926.39,58584.06
+Sub-Saharan Africa,Sierra Leone,Personal Care,Offline,L,12/16/2016,966360700,1/27/2017,6461,81.73,56.67,528057.53,366144.87,161912.66
+Central America and the Caribbean,Honduras,Baby Food,Online,M,4/4/2013,256404006,4/27/2013,4498,255.28,159.42,1148249.44,717071.16,431178.28
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+Sub-Saharan Africa,Namibia,Baby Food,Online,C,8/5/2010,563417804,9/3/2010,6703,255.28,159.42,1711141.84,1068592.26,642549.58
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+Europe,Sweden,Baby Food,Online,L,4/3/2013,443551385,5/9/2013,5566,255.28,159.42,1420888.48,887331.72,533556.76
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+Middle East and North Africa,Egypt,Snacks,Offline,M,6/6/2017,619121921,6/10/2017,789,152.58,97.44,120385.62,76880.16,43505.46
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+Middle East and North Africa,Tunisia ,Cosmetics,Online,M,11/5/2014,695658004,12/8/2014,9517,437.20,263.33,4160832.40,2506111.61,1654720.79
+Australia and Oceania,Fiji,Cosmetics,Offline,H,3/25/2015,793594682,3/27/2015,1157,437.20,263.33,505840.40,304672.81,201167.59
+Sub-Saharan Africa,Zambia,Baby Food,Online,M,8/12/2013,942466723,9/4/2013,5702,255.28,159.42,1455606.56,909012.84,546593.72
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+Asia,Vietnam,Beverages,Offline,H,8/16/2014,342450988,8/29/2014,7712,47.45,31.79,365934.40,245164.48,120769.92
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+Asia,Kazakhstan,Vegetables,Online,C,2/9/2015,363997495,2/11/2015,3802,154.06,90.93,585736.12,345715.86,240020.26
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+Central America and the Caribbean,Honduras,Cosmetics,Online,L,8/30/2010,911699426,10/3/2010,975,437.20,263.33,426270.00,256746.75,169523.25
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+Sub-Saharan Africa,Angola,Office Supplies,Online,C,6/9/2015,403721654,6/29/2015,9064,651.21,524.96,5902567.44,4758237.44,1144330.00
+Asia,Bhutan,Clothes,Offline,H,6/27/2017,286312568,7/9/2017,5106,109.28,35.84,557983.68,182999.04,374984.64
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+Australia and Oceania,Solomon Islands,Baby Food,Online,M,7/21/2013,980287587,8/30/2013,7736,255.28,159.42,1974846.08,1233273.12,741572.96
+Middle East and North Africa,Tunisia ,Baby Food,Online,C,3/14/2014,576025474,3/25/2014,7593,255.28,159.42,1938341.04,1210476.06,727864.98
+Asia,Bangladesh,Snacks,Online,H,5/10/2014,136126458,6/2/2014,1699,152.58,97.44,259233.42,165550.56,93682.86
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+Sub-Saharan Africa,Mauritius ,Baby Food,Online,H,9/21/2013,886306846,10/27/2013,6746,255.28,159.42,1722118.88,1075447.32,646671.56
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+Sub-Saharan Africa,Republic of the Congo,Baby Food,Offline,L,5/11/2011,300022304,6/2/2011,2122,255.28,159.42,541704.16,338289.24,203414.92
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+Australia and Oceania,Palau,Beverages,Online,M,1/10/2016,429994857,1/11/2016,3888,47.45,31.79,184485.60,123599.52,60886.08
+Australia and Oceania,Solomon Islands,Office Supplies,Online,C,2/17/2010,515187394,4/6/2010,4253,651.21,524.96,2769596.13,2232654.88,536941.25
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+Sub-Saharan Africa,Comoros,Beverages,Offline,M,9/29/2010,132177388,11/7/2010,3081,47.45,31.79,146193.45,97944.99,48248.46
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+Sub-Saharan Africa,Seychelles ,Baby Food,Offline,H,7/20/2016,606377351,8/25/2016,9388,255.28,159.42,2396568.64,1496634.96,899933.68
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+Europe,Liechtenstein,Household,Online,M,4/27/2014,679108560,6/11/2014,2169,668.27,502.54,1449477.63,1090009.26,359468.37
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+Europe,Ireland,Fruits,Offline,H,3/12/2015,155914723,3/29/2015,7486,9.33,6.92,69844.38,51803.12,18041.26
+Europe,Spain,Fruits,Online,H,10/9/2011,753166282,11/25/2011,7495,9.33,6.92,69928.35,51865.40,18062.95
+Sub-Saharan Africa,Chad,Baby Food,Online,C,7/30/2010,344468438,8/27/2010,4721,255.28,159.42,1205176.88,752621.82,452555.06
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+Central America and the Caribbean,Antigua and Barbuda ,Snacks,Online,C,1/20/2015,378479278,2/15/2015,9284,152.58,97.44,1416552.72,904632.96,511919.76
+Europe,Andorra,Cereal,Offline,M,3/20/2015,443347108,4/9/2015,5116,205.70,117.11,1052361.20,599134.76,453226.44
+Europe,Iceland,Office Supplies,Online,C,6/19/2013,527509677,7/10/2013,691,651.21,524.96,449986.11,362747.36,87238.75
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+Sub-Saharan Africa,Burkina Faso,Vegetables,Offline,M,8/16/2010,457191598,9/23/2010,2008,154.06,90.93,309352.48,182587.44,126765.04
+Australia and Oceania,Solomon Islands,Fruits,Offline,H,8/19/2016,531521403,9/19/2016,7850,9.33,6.92,73240.50,54322.00,18918.50
+Middle East and North Africa,Oman,Office Supplies,Online,L,12/6/2012,258202588,12/23/2012,6738,651.21,524.96,4387852.98,3537180.48,850672.50
+Sub-Saharan Africa,Sierra Leone,Snacks,Online,M,7/15/2015,674783980,9/2/2015,2430,152.58,97.44,370769.40,236779.20,133990.20
+Europe,Bosnia and Herzegovina,Cereal,Online,C,3/30/2011,639126908,5/10/2011,710,205.70,117.11,146047.00,83148.10,62898.90
+Europe,Belarus,Beverages,Online,L,6/3/2014,879405200,7/20/2014,4396,47.45,31.79,208590.20,139748.84,68841.36
+Europe,Slovenia,Beverages,Offline,H,3/17/2010,844105184,4/20/2010,8337,47.45,31.79,395590.65,265033.23,130557.42
+Australia and Oceania,Kiribati,Household,Offline,C,4/24/2011,952025687,5/1/2011,4412,668.27,502.54,2948407.24,2217206.48,731200.76
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+Sub-Saharan Africa,Democratic Republic of the Congo,Clothes,Online,H,9/9/2013,924286067,10/4/2013,5642,109.28,35.84,616557.76,202209.28,414348.48
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+Sub-Saharan Africa,Sudan,Household,Online,M,2/13/2010,719769990,3/15/2010,4790,668.27,502.54,3201013.30,2407166.60,793846.70
+Sub-Saharan Africa,Benin,Snacks,Online,H,9/23/2013,919289004,10/17/2013,6900,152.58,97.44,1052802.00,672336.00,380466.00
+Australia and Oceania,Palau,Baby Food,Online,M,9/10/2012,762370336,9/23/2012,1179,255.28,159.42,300975.12,187956.18,113018.94
+Australia and Oceania,Fiji,Cosmetics,Online,M,2/7/2013,330312812,2/14/2013,5756,437.20,263.33,2516523.20,1515727.48,1000795.72
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+Australia and Oceania,Samoa ,Baby Food,Online,H,6/26/2016,600982892,8/7/2016,3048,255.28,159.42,778093.44,485912.16,292181.28
+Sub-Saharan Africa,Botswana,Vegetables,Online,M,2/16/2010,837608230,3/3/2010,5744,154.06,90.93,884920.64,522301.92,362618.72
+Middle East and North Africa,Turkey,Clothes,Offline,L,9/26/2013,910276353,9/27/2013,9856,109.28,35.84,1077063.68,353239.04,723824.64
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+Europe,Netherlands,Fruits,Offline,C,9/20/2013,127838218,10/29/2013,9024,9.33,6.92,84193.92,62446.08,21747.84
+Asia,Uzbekistan,Beverages,Online,H,8/8/2014,329540765,9/21/2014,7290,47.45,31.79,345910.50,231749.10,114161.40
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+Australia and Oceania,Tonga,Office Supplies,Online,L,5/18/2014,872240483,6/13/2014,4197,651.21,524.96,2733128.37,2203257.12,529871.25
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+Europe,Belgium,Snacks,Online,M,11/22/2010,881717050,12/23/2010,8524,152.58,97.44,1300591.92,830578.56,470013.36
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+Europe,Liechtenstein,Baby Food,Online,H,6/22/2012,720878922,8/1/2012,2948,255.28,159.42,752565.44,469970.16,282595.28
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+Europe,Spain,Cereal,Offline,M,1/4/2015,392252957,2/22/2015,5222,205.70,117.11,1074165.40,611548.42,462616.98
+Asia,Kyrgyzstan,Personal Care,Online,M,7/1/2014,682381713,7/8/2014,768,81.73,56.67,62768.64,43522.56,19246.08
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+Sub-Saharan Africa,Chad,Cosmetics,Offline,L,3/7/2017,658707034,3/13/2017,4904,437.20,263.33,2144028.80,1291370.32,852658.48
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+Sub-Saharan Africa,Togo,Fruits,Online,M,6/19/2017,747351682,7/24/2017,6825,9.33,6.92,63677.25,47229.00,16448.25
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+Sub-Saharan Africa,Kenya,Personal Care,Online,M,8/7/2011,593681275,9/11/2011,2337,81.73,56.67,191003.01,132437.79,58565.22
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+Europe,Slovenia,Fruits,Online,L,1/18/2010,756252324,2/9/2010,723,9.33,6.92,6745.59,5003.16,1742.43
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+Sub-Saharan Africa,Rwanda,Snacks,Online,M,10/14/2011,704205453,11/20/2011,8897,152.58,97.44,1357504.26,866923.68,490580.58
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+Sub-Saharan Africa,South Africa,Vegetables,Online,M,2/2/2010,131681287,3/2/2010,6274,154.06,90.93,966572.44,570494.82,396077.62
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+Sub-Saharan Africa,Sudan,Snacks,Offline,L,4/16/2015,757820451,4/26/2015,4767,152.58,97.44,727348.86,464496.48,262852.38
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+Asia,Sri Lanka,Office Supplies,Offline,H,8/13/2010,599313056,8/29/2010,8906,651.21,524.96,5799676.26,4675293.76,1124382.50
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+Sub-Saharan Africa,Zambia,Baby Food,Online,L,7/10/2011,605722033,7/20/2011,5465,255.28,159.42,1395105.20,871230.30,523874.90
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+Asia,Malaysia,Fruits,Online,C,10/30/2010,716135489,11/13/2010,9260,9.33,6.92,86395.80,64079.20,22316.60
+Europe,Georgia,Meat,Offline,C,2/22/2017,104190576,3/12/2017,1162,421.89,364.69,490236.18,423769.78,66466.40
+Asia,Laos,Baby Food,Offline,M,4/4/2013,669938838,5/10/2013,8645,255.28,159.42,2206895.60,1378185.90,828709.70
+Australia and Oceania,Kiribati,Office Supplies,Offline,L,1/26/2015,793116605,2/7/2015,9683,651.21,524.96,6305666.43,5083187.68,1222478.75
+Asia,Laos,Household,Offline,M,1/15/2013,723772704,2/15/2013,9282,668.27,502.54,6202882.14,4664576.28,1538305.86
+Europe,Poland,Cereal,Online,C,11/6/2013,332268464,12/14/2013,4477,205.70,117.11,920918.90,524301.47,396617.43
+Europe,Spain,Meat,Online,M,11/15/2013,459277713,12/4/2013,9336,421.89,364.69,3938765.04,3404745.84,534019.20
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+Sub-Saharan Africa,Liberia,Cosmetics,Online,H,6/21/2016,225821673,8/3/2016,4506,437.20,263.33,1970023.20,1186564.98,783458.22
+Asia,Uzbekistan,Beverages,Online,L,9/6/2014,901337087,10/25/2014,4529,47.45,31.79,214901.05,143976.91,70924.14
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+Sub-Saharan Africa,Botswana,Cosmetics,Offline,H,6/11/2016,178000676,7/16/2016,3210,437.20,263.33,1403412.00,845289.30,558122.70
+Sub-Saharan Africa,Gabon,Beverages,Online,L,6/18/2010,899727332,7/13/2010,8166,47.45,31.79,387476.70,259597.14,127879.56
+Asia,Philippines,Baby Food,Offline,C,2/1/2016,872145211,2/26/2016,6004,255.28,159.42,1532701.12,957157.68,575543.44
+Sub-Saharan Africa,Zambia,Office Supplies,Online,C,2/18/2013,542178142,3/26/2013,1415,651.21,524.96,921462.15,742818.40,178643.75
+Europe,Albania,Beverages,Online,C,10/9/2012,877062451,10/29/2012,1124,47.45,31.79,53333.80,35731.96,17601.84
+Sub-Saharan Africa,Burkina Faso,Personal Care,Offline,M,11/18/2015,214346969,12/20/2015,8886,81.73,56.67,726252.78,503569.62,222683.16
+Europe,Slovenia,Baby Food,Online,L,10/28/2016,111893022,12/2/2016,486,255.28,159.42,124066.08,77478.12,46587.96
+Europe,Slovakia,Beverages,Online,M,10/29/2014,397874438,12/1/2014,8743,47.45,31.79,414855.35,277939.97,136915.38
+Europe,Bulgaria,Clothes,Offline,C,3/2/2010,520777547,4/15/2010,8504,109.28,35.84,929317.12,304783.36,624533.76
+Asia,Brunei,Fruits,Offline,C,7/24/2015,899401175,8/15/2015,1649,9.33,6.92,15385.17,11411.08,3974.09
+Europe,Vatican City,Household,Online,C,6/27/2014,672856652,8/3/2014,2091,668.27,502.54,1397352.57,1050811.14,346541.43
+Middle East and North Africa,Iraq,Meat,Offline,L,6/4/2010,850567805,7/18/2010,770,421.89,364.69,324855.30,280811.30,44044.00
+Middle East and North Africa,Jordan,Snacks,Online,L,6/29/2015,262270963,7/12/2015,661,152.58,97.44,100855.38,64407.84,36447.54
+Middle East and North Africa,Bahrain,Cereal,Offline,H,5/14/2016,508014953,5/18/2016,1769,205.70,117.11,363883.30,207167.59,156715.71
+Central America and the Caribbean,Grenada,Fruits,Offline,C,12/9/2015,108161103,1/17/2016,6129,9.33,6.92,57183.57,42412.68,14770.89
+Europe,Kosovo,Office Supplies,Online,L,5/15/2014,353383243,6/9/2014,2809,651.21,524.96,1829248.89,1474612.64,354636.25
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+North America,Greenland,Vegetables,Offline,C,1/7/2010,193313300,2/13/2010,4556,154.06,90.93,701897.36,414277.08,287620.28
+Asia,Thailand,Beverages,Online,M,11/22/2012,470931375,1/10/2013,7914,47.45,31.79,375519.30,251586.06,123933.24
+North America,Canada,Snacks,Offline,M,10/19/2010,959445750,11/23/2010,173,152.58,97.44,26396.34,16857.12,9539.22
+Asia,Nepal,Clothes,Online,C,10/19/2016,151092755,11/11/2016,559,109.28,35.84,61087.52,20034.56,41052.96
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+Europe,Switzerland,Snacks,Online,L,3/20/2012,214292466,4/13/2012,2758,152.58,97.44,420815.64,268739.52,152076.12
+Asia,Bangladesh,Baby Food,Online,L,2/26/2014,221880328,3/30/2014,8175,255.28,159.42,2086914.00,1303258.50,783655.50
+Australia and Oceania,East Timor,Beverages,Online,H,5/13/2011,804671132,6/10/2011,8924,47.45,31.79,423443.80,283693.96,139749.84
+Central America and the Caribbean,Cuba,Cereal,Online,H,11/14/2010,806463706,12/16/2010,9387,205.70,117.11,1930905.90,1099311.57,831594.33
+Middle East and North Africa,Algeria,Vegetables,Offline,M,3/14/2013,491369378,4/6/2013,5973,154.06,90.93,920200.38,543124.89,377075.49
+Middle East and North Africa,Morocco,Cosmetics,Online,C,2/25/2016,193811976,3/18/2016,2126,437.20,263.33,929487.20,559839.58,369647.62
+Middle East and North Africa,Qatar,Vegetables,Offline,L,1/6/2011,768527829,1/17/2011,3318,154.06,90.93,511171.08,301705.74,209465.34
+Asia,Kyrgyzstan,Beverages,Online,M,8/27/2016,440565764,9/6/2016,2055,47.45,31.79,97509.75,65328.45,32181.30
+Europe,Portugal,Household,Offline,H,2/18/2015,655287110,2/22/2015,2873,668.27,502.54,1919939.71,1443797.42,476142.29
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+Europe,Liechtenstein,Baby Food,Online,H,1/18/2015,295787847,2/16/2015,9052,255.28,159.42,2310794.56,1443069.84,867724.72
+Europe,Kosovo,Baby Food,Offline,L,6/10/2012,263852393,6/29/2012,8641,255.28,159.42,2205874.48,1377548.22,828326.26
+Sub-Saharan Africa,Rwanda,Beverages,Offline,M,4/20/2017,959170663,5/14/2017,8769,47.45,31.79,416089.05,278766.51,137322.54
+Europe,Russia,Fruits,Offline,H,3/24/2013,578666484,4/11/2013,9127,9.33,6.92,85154.91,63158.84,21996.07
+Sub-Saharan Africa,Sao Tome and Principe,Vegetables,Online,H,3/7/2015,539576184,4/16/2015,1438,154.06,90.93,221538.28,130757.34,90780.94
+Australia and Oceania,Samoa ,Household,Offline,L,9/1/2012,529448592,9/18/2012,4459,668.27,502.54,2979815.93,2240825.86,738990.07
+Sub-Saharan Africa,Republic of the Congo,Vegetables,Online,L,6/6/2011,756145036,7/17/2011,8974,154.06,90.93,1382534.44,816005.82,566528.62
+Europe,Denmark,Personal Care,Offline,C,6/18/2014,597839343,7/26/2014,2802,81.73,56.67,229007.46,158789.34,70218.12
+Australia and Oceania,Tonga,Office Supplies,Offline,M,9/11/2010,853017842,9/12/2010,5790,651.21,524.96,3770505.90,3039518.40,730987.50
+Middle East and North Africa,Oman,Baby Food,Offline,L,8/16/2016,590479362,8/28/2016,4820,255.28,159.42,1230449.60,768404.40,462045.20
+Europe,Romania,Cosmetics,Offline,M,12/12/2011,299335229,12/24/2011,8801,437.20,263.33,3847797.20,2317567.33,1530229.87
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+Australia and Oceania,Fiji,Beverages,Online,C,5/5/2015,901361119,5/14/2015,1640,47.45,31.79,77818.00,52135.60,25682.40
+Europe,Bulgaria,Snacks,Offline,L,3/1/2010,211344611,3/23/2010,422,152.58,97.44,64388.76,41119.68,23269.08
+Middle East and North Africa,Turkey,Beverages,Online,L,3/2/2014,536863076,3/2/2014,8569,47.45,31.79,406599.05,272408.51,134190.54
+Sub-Saharan Africa,Cote d'Ivoire,Personal Care,Online,M,11/5/2012,299840342,12/8/2012,8275,81.73,56.67,676315.75,468944.25,207371.50
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+Australia and Oceania,Samoa ,Clothes,Online,M,6/22/2013,277429091,6/25/2013,6288,109.28,35.84,687152.64,225361.92,461790.72
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+Europe,Russia,Baby Food,Offline,L,9/20/2010,996754205,9/22/2010,574,255.28,159.42,146530.72,91507.08,55023.64
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+Europe,Germany,Cereal,Online,H,11/10/2014,734189975,11/29/2014,1984,205.70,117.11,408108.80,232346.24,175762.56
+Sub-Saharan Africa,Togo,Cosmetics,Offline,L,10/9/2013,371387517,11/8/2013,674,437.20,263.33,294672.80,177484.42,117188.38
+Europe,Belarus,Beverages,Online,L,10/3/2010,935789954,11/18/2010,9898,47.45,31.79,469660.10,314657.42,155002.68
+Europe,Germany,Cereal,Online,M,1/23/2011,104008615,2/22/2011,7315,205.70,117.11,1504695.50,856659.65,648035.85
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+Middle East and North Africa,Kuwait,Baby Food,Online,C,2/17/2010,159902417,3/5/2010,7533,255.28,159.42,1923024.24,1200910.86,722113.38
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+Sub-Saharan Africa,Central African Republic,Beverages,Online,C,9/21/2013,458209550,9/24/2013,3243,47.45,31.79,153880.35,103094.97,50785.38
+Europe,Montenegro,Cereal,Offline,M,6/6/2010,305616748,7/1/2010,7642,205.70,117.11,1571959.40,894954.62,677004.78
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+Middle East and North Africa,Jordan,Vegetables,Online,C,11/23/2012,433383882,12/4/2012,6776,154.06,90.93,1043910.56,616141.68,427768.88
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+Middle East and North Africa,Algeria,Vegetables,Online,M,7/24/2015,560607278,8/3/2015,5006,154.06,90.93,771224.36,455195.58,316028.78
+Middle East and North Africa,Israel,Cosmetics,Offline,M,3/24/2011,948047435,4/6/2011,7159,437.20,263.33,3129914.80,1885179.47,1244735.33
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+Sub-Saharan Africa,Benin,Baby Food,Online,H,5/2/2012,754249465,5/14/2012,8033,255.28,159.42,2050664.24,1280620.86,770043.38
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+Middle East and North Africa,Pakistan,Baby Food,Online,L,8/31/2013,537435138,9/5/2013,7855,255.28,159.42,2005224.40,1252244.10,752980.30
+Sub-Saharan Africa,Mali,Beverages,Online,H,8/27/2012,484776723,9/4/2012,5060,47.45,31.79,240097.00,160857.40,79239.60
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+Europe,Spain,Vegetables,Online,C,12/16/2010,386319911,1/2/2011,9501,154.06,90.93,1463724.06,863925.93,599798.13
+Sub-Saharan Africa,Madagascar,Vegetables,Offline,C,5/3/2012,438086545,6/15/2012,8399,154.06,90.93,1293949.94,763721.07,530228.87
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+Sub-Saharan Africa,Mauritania,Baby Food,Offline,M,3/17/2012,938322389,4/20/2012,9301,255.28,159.42,2374359.28,1482765.42,891593.86
+Europe,Macedonia,Office Supplies,Offline,C,7/17/2017,747826755,7/22/2017,7410,651.21,524.96,4825466.10,3889953.60,935512.50
+Middle East and North Africa,Azerbaijan,Household,Online,M,8/12/2012,404799687,9/18/2012,8078,668.27,502.54,5398285.06,4059518.12,1338766.94
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+Europe,Kosovo,Vegetables,Offline,C,7/23/2017,975080668,8/20/2017,6893,154.06,90.93,1061935.58,626780.49,435155.09
+Europe,Bosnia and Herzegovina,Baby Food,Online,L,10/9/2012,638041150,11/28/2012,9410,255.28,159.42,2402184.80,1500142.20,902042.60
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+Sub-Saharan Africa,Mauritius ,Office Supplies,Online,L,4/21/2010,421206653,6/4/2010,3264,651.21,524.96,2125549.44,1713469.44,412080.00
+Central America and the Caribbean,Nicaragua,Clothes,Offline,C,2/8/2012,490935933,3/18/2012,7707,109.28,35.84,842220.96,276218.88,566002.08
+Europe,Malta,Baby Food,Offline,C,4/27/2015,296073234,6/4/2015,3504,255.28,159.42,894501.12,558607.68,335893.44
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+Sub-Saharan Africa,Mauritius ,Baby Food,Online,M,1/26/2017,542163980,2/21/2017,7224,255.28,159.42,1844142.72,1151650.08,692492.64
+Sub-Saharan Africa,Zambia,Meat,Online,H,7/5/2013,204067027,7/31/2013,6823,421.89,364.69,2878555.47,2488279.87,390275.60
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+Europe,Kosovo,Baby Food,Offline,M,9/13/2012,364854514,10/3/2012,7413,255.28,159.42,1892390.64,1181780.46,710610.18
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+Sub-Saharan Africa,Burundi,Office Supplies,Online,M,1/31/2014,967122018,2/12/2014,1752,651.21,524.96,1140919.92,919729.92,221190.00
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+Europe,Malta,Cosmetics,Offline,H,12/14/2012,310588920,1/6/2013,9018,437.20,263.33,3942669.60,2374709.94,1567959.66
+Sub-Saharan Africa,South Sudan,Office Supplies,Online,C,8/8/2012,725645959,9/8/2012,3620,651.21,524.96,2357380.20,1900355.20,457025.00
+Europe,Armenia,Meat,Offline,M,6/2/2015,251208674,7/19/2015,7084,421.89,364.69,2988668.76,2583463.96,405204.80
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+Middle East and North Africa,Morocco,Beverages,Online,M,9/17/2015,123108947,10/9/2015,9528,47.45,31.79,452103.60,302895.12,149208.48
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+Europe,Vatican City,Clothes,Online,M,3/23/2012,263647687,3/30/2012,8064,109.28,35.84,881233.92,289013.76,592220.16
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+Europe,Switzerland,Personal Care,Offline,H,4/19/2014,653800523,4/23/2014,2958,81.73,56.67,241757.34,167629.86,74127.48
+Europe,Sweden,Cosmetics,Online,L,8/24/2013,684239947,8/31/2013,661,437.20,263.33,288989.20,174061.13,114928.07
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+Europe,Vatican City,Personal Care,Online,H,1/27/2016,133276450,3/15/2016,8318,81.73,56.67,679830.14,471381.06,208449.08
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+Europe,Denmark,Meat,Online,C,11/26/2011,198537814,12/19/2011,606,421.89,364.69,255665.34,221002.14,34663.20
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+Europe,Greece,Office Supplies,Online,L,3/11/2014,975823962,4/8/2014,6850,651.21,524.96,4460788.50,3595976.00,864812.50
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+Middle East and North Africa,Israel,Vegetables,Online,H,7/16/2010,673578917,8/31/2010,5825,154.06,90.93,897399.50,529667.25,367732.25
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+Middle East and North Africa,Azerbaijan,Fruits,Online,L,5/26/2013,120860183,6/5/2013,4069,9.33,6.92,37963.77,28157.48,9806.29
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+Sub-Saharan Africa,Chad,Baby Food,Online,L,9/26/2016,278571069,10/30/2016,4225,255.28,159.42,1078558.00,673549.50,405008.50
+Europe,Bosnia and Herzegovina,Cosmetics,Offline,H,2/12/2012,205354487,2/20/2012,7811,437.20,263.33,3414969.20,2056870.63,1358098.57
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+Asia,Philippines,Snacks,Online,L,12/16/2015,645083987,1/19/2016,3542,152.58,97.44,540438.36,345132.48,195305.88
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+Sub-Saharan Africa,Zambia,Office Supplies,Online,M,1/15/2014,172245728,2/14/2014,194,651.21,524.96,126334.74,101842.24,24492.50
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+Europe,Slovenia,Clothes,Offline,C,6/2/2016,105030000,6/13/2016,9566,109.28,35.84,1045372.48,342845.44,702527.04
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+Middle East and North Africa,Lebanon,Beverages,Offline,L,1/1/2010,770144021,1/21/2010,1585,47.45,31.79,75208.25,50387.15,24821.10
+Europe,Hungary,Cosmetics,Offline,L,5/27/2014,743619334,7/9/2014,2341,437.20,263.33,1023485.20,616455.53,407029.67
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+Sub-Saharan Africa,Guinea,Cereal,Online,H,6/29/2012,983397662,7/25/2012,8076,205.70,117.11,1661233.20,945780.36,715452.84
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+Sub-Saharan Africa,Cote d'Ivoire,Snacks,Online,M,6/12/2016,865703618,6/17/2016,9793,152.58,97.44,1494215.94,954229.92,539986.02
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+Sub-Saharan Africa,South Africa,Cosmetics,Online,C,6/20/2016,955637443,8/9/2016,3210,437.20,263.33,1403412.00,845289.30,558122.70
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+Australia and Oceania,Fiji,Cosmetics,Online,L,2/12/2012,128448903,2/21/2012,9740,437.20,263.33,4258328.00,2564834.20,1693493.80
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+Middle East and North Africa,Oman,Cereal,Offline,H,12/26/2016,486193788,12/26/2016,4401,205.70,117.11,905285.70,515401.11,389884.59
+Europe,Finland,Meat,Online,H,6/21/2014,844575107,6/26/2014,7397,421.89,364.69,3120720.33,2697611.93,423108.40
+Asia,Taiwan,Office Supplies,Online,M,1/23/2015,783237493,2/7/2015,6234,651.21,524.96,4059643.14,3272600.64,787042.50
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+Middle East and North Africa,Morocco,Cosmetics,Online,H,2/8/2013,246913278,2/18/2013,5981,437.20,263.33,2614893.20,1574976.73,1039916.47
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+Europe,Monaco,Household,Online,L,6/9/2014,175723588,6/14/2014,9370,668.27,502.54,6261689.90,4708799.80,1552890.10
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+Europe,Macedonia,Beverages,Offline,M,7/17/2017,704139363,8/31/2017,9340,47.45,31.79,443183.00,296918.60,146264.40
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+Europe,Belarus,Snacks,Online,L,9/9/2012,525749719,10/22/2012,9880,152.58,97.44,1507490.40,962707.20,544783.20
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+Sub-Saharan Africa,Sierra Leone,Cereal,Online,M,9/14/2011,483954894,10/24/2011,1863,205.70,117.11,383219.10,218175.93,165043.17
+Middle East and North Africa,Lebanon,Beverages,Online,H,9/25/2014,650116670,10/25/2014,2824,47.45,31.79,133998.80,89774.96,44223.84
+Asia,Bhutan,Cereal,Offline,M,7/28/2017,223854434,8/25/2017,2356,205.70,117.11,484629.20,275911.16,208718.04
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+Central America and the Caribbean,Belize,Vegetables,Online,L,4/21/2017,408315742,5/23/2017,8556,154.06,90.93,1318137.36,777997.08,540140.28
+Central America and the Caribbean,Antigua and Barbuda ,Baby Food,Online,M,4/12/2012,801949441,5/7/2012,3516,255.28,159.42,897564.48,560520.72,337043.76
+Europe,San Marino,Meat,Online,H,10/22/2010,168979442,12/10/2010,3627,421.89,364.69,1530195.03,1322730.63,207464.40
+Sub-Saharan Africa,Burundi,Vegetables,Offline,H,10/21/2010,601642072,11/19/2010,8114,154.06,90.93,1250042.84,737806.02,512236.82
+Sub-Saharan Africa,Togo,Fruits,Offline,M,1/14/2015,662486159,2/15/2015,3231,9.33,6.92,30145.23,22358.52,7786.71
+Sub-Saharan Africa,Ghana,Meat,Online,H,3/13/2012,334373033,4/18/2012,7266,421.89,364.69,3065452.74,2649837.54,415615.20
+Europe,Albania,Household,Online,L,12/20/2010,570476520,12/24/2010,5534,668.27,502.54,3698206.18,2781056.36,917149.82
+Europe,Finland,Cereal,Online,H,7/13/2013,144282948,8/1/2013,5386,205.70,117.11,1107900.20,630754.46,477145.74
+Middle East and North Africa,Yemen,Baby Food,Offline,C,10/8/2011,599591147,11/25/2011,1200,255.28,159.42,306336.00,191304.00,115032.00
+Middle East and North Africa,Saudi Arabia,Meat,Offline,L,10/9/2013,400512444,10/29/2013,9387,421.89,364.69,3960281.43,3423345.03,536936.40
+Sub-Saharan Africa,Mauritania,Snacks,Online,H,5/5/2017,781470668,5/10/2017,3391,152.58,97.44,517398.78,330419.04,186979.74
+Europe,Russia,Beverages,Online,M,10/10/2013,797202146,11/17/2013,8685,47.45,31.79,412103.25,276096.15,136007.10
+Asia,Maldives,Snacks,Online,M,5/10/2014,472755706,6/15/2014,7774,152.58,97.44,1186156.92,757498.56,428658.36
+Europe,Hungary,Fruits,Offline,C,4/17/2016,353492677,5/23/2016,5193,9.33,6.92,48450.69,35935.56,12515.13
+Europe,Slovenia,Cosmetics,Offline,M,1/28/2014,155086886,2/5/2014,2511,437.20,263.33,1097809.20,661221.63,436587.57
+Europe,Russia,Cosmetics,Online,L,10/29/2010,113524663,12/9/2010,3325,437.20,263.33,1453690.00,875572.25,578117.75
+Sub-Saharan Africa,Equatorial Guinea,Beverages,Online,C,7/10/2014,535104835,7/15/2014,8267,47.45,31.79,392269.15,262807.93,129461.22
+Central America and the Caribbean,Dominica,Baby Food,Online,C,6/26/2011,446438729,8/6/2011,9996,255.28,159.42,2551778.88,1593562.32,958216.56
+Sub-Saharan Africa,Cote d'Ivoire,Beverages,Online,L,8/9/2015,744450175,8/30/2015,8205,47.45,31.79,389327.25,260836.95,128490.30
+Sub-Saharan Africa,Gabon,Beverages,Offline,H,7/20/2011,146375501,8/26/2011,4618,47.45,31.79,219124.10,146806.22,72317.88
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+Sub-Saharan Africa,Republic of the Congo,Meat,Offline,H,3/25/2015,248879659,4/28/2015,7877,421.89,364.69,3323227.53,2872663.13,450564.40
+Middle East and North Africa,Oman,Beverages,Offline,H,4/24/2012,439856803,5/12/2012,2257,47.45,31.79,107094.65,71750.03,35344.62
+Sub-Saharan Africa,Seychelles ,Fruits,Online,H,11/18/2014,264728295,1/7/2015,7840,9.33,6.92,73147.20,54252.80,18894.40
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+Sub-Saharan Africa,Ghana,Cosmetics,Offline,M,8/3/2013,674162137,9/12/2013,8413,437.20,263.33,3678163.60,2215395.29,1462768.31
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+Sub-Saharan Africa,Equatorial Guinea,Cosmetics,Online,L,2/5/2014,496321809,2/23/2014,1507,437.20,263.33,658860.40,396838.31,262022.09
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+Europe,Iceland,Cosmetics,Online,M,4/16/2017,186847674,4/23/2017,1234,437.20,263.33,539504.80,324949.22,214555.58
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+Middle East and North Africa,Iraq,Baby Food,Online,C,1/9/2016,118397271,2/8/2016,5238,255.28,159.42,1337156.64,835041.96,502114.68
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+Middle East and North Africa,Iraq,Office Supplies,Online,L,10/5/2016,401251018,10/22/2016,7948,651.21,524.96,5175817.08,4172382.08,1003435.00
+Sub-Saharan Africa,Democratic Republic of the Congo,Meat,Online,C,3/26/2011,779201734,5/10/2011,1963,421.89,364.69,828170.07,715886.47,112283.60
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+Sub-Saharan Africa,Kenya,Office Supplies,Online,M,1/13/2013,651432454,2/12/2013,2194,651.21,524.96,1428754.74,1151762.24,276992.50
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+Sub-Saharan Africa,Equatorial Guinea,Office Supplies,Offline,L,3/10/2017,491671931,3/21/2017,5505,651.21,524.96,3584911.05,2889904.80,695006.25
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+Europe,Andorra,Household,Online,C,9/29/2010,533314406,10/29/2010,8439,668.27,502.54,5639530.53,4240935.06,1398595.47
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+Europe,Russia,Snacks,Online,M,9/18/2016,949388539,9/30/2016,4021,152.58,97.44,613524.18,391806.24,221717.94
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+Sub-Saharan Africa,Tanzania,Clothes,Offline,L,4/3/2014,465864360,5/18/2014,8471,109.28,35.84,925710.88,303600.64,622110.24
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+Europe,Armenia,Snacks,Offline,M,3/2/2011,418404281,4/15/2011,3979,152.58,97.44,607115.82,387713.76,219402.06
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+Sub-Saharan Africa,Botswana,Personal Care,Online,M,11/25/2012,370450675,12/1/2012,3442,81.73,56.67,281314.66,195058.14,86256.52
+Europe,Austria,Snacks,Online,M,1/18/2012,516122949,2/21/2012,1105,152.58,97.44,168600.90,107671.20,60929.70
+Europe,Albania,Cosmetics,Offline,L,8/29/2015,208238399,10/15/2015,1224,437.20,263.33,535132.80,322315.92,212816.88
+Europe,Georgia,Fruits,Online,M,12/2/2016,526533353,1/12/2017,1775,9.33,6.92,16560.75,12283.00,4277.75
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+Middle East and North Africa,Bahrain,Cereal,Online,H,3/31/2011,890546023,5/2/2011,1213,205.70,117.11,249514.10,142054.43,107459.67
+Asia,Myanmar,Household,Offline,L,1/23/2013,167172276,3/4/2013,8846,668.27,502.54,5911516.42,4445468.84,1466047.58
+Central America and the Caribbean,Antigua and Barbuda ,Snacks,Online,H,5/13/2013,223347175,6/10/2013,2247,152.58,97.44,342847.26,218947.68,123899.58
+Asia,Taiwan,Clothes,Online,L,7/7/2015,310682046,8/23/2015,6576,109.28,35.84,718625.28,235683.84,482941.44
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+Middle East and North Africa,Saudi Arabia,Baby Food,Online,C,10/27/2013,186839520,12/4/2013,8821,255.28,159.42,2251824.88,1406243.82,845581.06
+Sub-Saharan Africa,Seychelles ,Household,Online,L,9/2/2010,630447280,9/4/2010,2215,668.27,502.54,1480218.05,1113126.10,367091.95
+Sub-Saharan Africa,Equatorial Guinea,Office Supplies,Offline,M,9/27/2010,614785325,10/26/2010,7494,651.21,524.96,4880167.74,3934050.24,946117.50
+Europe,Iceland,Meat,Online,H,5/11/2011,643027484,5/18/2011,4977,421.89,364.69,2099746.53,1815062.13,284684.40
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+Middle East and North Africa,Saudi Arabia,Snacks,Online,H,1/9/2011,971576201,1/26/2011,9843,152.58,97.44,1501844.94,959101.92,542743.02
+Europe,Malta,Office Supplies,Offline,H,12/4/2014,602264344,1/7/2015,2258,651.21,524.96,1470432.18,1185359.68,285072.50
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+Europe,Finland,Snacks,Online,H,12/3/2015,427432811,12/11/2015,5722,152.58,97.44,873062.76,557551.68,315511.08
+Central America and the Caribbean,Haiti,Snacks,Online,M,1/6/2010,264197003,2/14/2010,619,152.58,97.44,94447.02,60315.36,34131.66
+Sub-Saharan Africa,Comoros,Vegetables,Online,C,7/2/2014,235392653,7/8/2014,6772,154.06,90.93,1043294.32,615777.96,427516.36
+Middle East and North Africa,United Arab Emirates,Household,Offline,H,6/28/2010,323881089,8/8/2010,2467,668.27,502.54,1648622.09,1239766.18,408855.91
+Europe,Andorra,Office Supplies,Online,H,3/31/2014,582836139,4/5/2014,3020,651.21,524.96,1966654.20,1585379.20,381275.00
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+Central America and the Caribbean,Haiti,Vegetables,Online,C,11/29/2015,818926751,12/2/2015,7479,154.06,90.93,1152214.74,680065.47,472149.27
+Australia and Oceania,Federated States of Micronesia,Beverages,Online,C,3/20/2011,547736537,5/7/2011,6268,47.45,31.79,297416.60,199259.72,98156.88
+Middle East and North Africa,Iran,Household,Offline,C,2/7/2013,417569577,2/10/2013,6972,668.27,502.54,4659178.44,3503708.88,1155469.56
+Middle East and North Africa,Algeria,Clothes,Online,C,2/24/2010,453474700,4/8/2010,2096,109.28,35.84,229050.88,75120.64,153930.24
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+Sub-Saharan Africa,Ghana,Household,Online,L,9/8/2013,575259006,10/20/2013,778,668.27,502.54,519914.06,390976.12,128937.94
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+Middle East and North Africa,Tunisia ,Clothes,Online,H,2/26/2011,188631665,4/13/2011,9156,109.28,35.84,1000567.68,328151.04,672416.64
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+Sub-Saharan Africa,Seychelles ,Vegetables,Online,H,7/21/2011,597103774,8/1/2011,5131,154.06,90.93,790481.86,466561.83,323920.03
+Europe,Malta,Cosmetics,Online,H,6/15/2010,998043382,7/3/2010,2070,437.20,263.33,905004.00,545093.10,359910.90
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+Middle East and North Africa,Algeria,Snacks,Online,L,12/9/2014,520203340,12/19/2014,8583,152.58,97.44,1309594.14,836327.52,473266.62
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+Middle East and North Africa,Saudi Arabia,Cereal,Online,L,2/12/2014,264306867,3/29/2014,3130,205.70,117.11,643841.00,366554.30,277286.70
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+Asia,India,Baby Food,Online,L,5/4/2011,382555377,6/19/2011,5492,255.28,159.42,1401997.76,875534.64,526463.12
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+Europe,Cyprus,Meat,Online,L,6/11/2017,333304440,7/5/2017,1046,421.89,364.69,441296.94,381465.74,59831.20
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+Asia,Kazakhstan,Beverages,Online,C,1/6/2011,290603244,2/21/2011,4813,47.45,31.79,228376.85,153005.27,75371.58
+Europe,Russia,Cosmetics,Offline,H,9/3/2014,486345708,10/11/2014,9357,437.20,263.33,4090880.40,2463978.81,1626901.59
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+Sub-Saharan Africa,Togo,Office Supplies,Online,L,7/28/2015,455915296,9/11/2015,4322,651.21,524.96,2814529.62,2268877.12,545652.50
+Europe,Malta,Beverages,Online,M,4/30/2016,180358016,5/16/2016,800,47.45,31.79,37960.00,25432.00,12528.00
+Asia,Thailand,Meat,Offline,H,1/17/2015,422874772,2/23/2015,6897,421.89,364.69,2909775.33,2515266.93,394508.40
+Middle East and North Africa,Yemen,Vegetables,Offline,M,9/20/2014,561639392,10/25/2014,432,154.06,90.93,66553.92,39281.76,27272.16
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+Sub-Saharan Africa,Tanzania,Baby Food,Online,H,5/17/2015,192170035,6/5/2015,6239,255.28,159.42,1592691.92,994621.38,598070.54
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+Europe,Moldova ,Baby Food,Offline,C,6/9/2017,252541625,7/5/2017,1534,255.28,159.42,391599.52,244550.28,147049.24
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+Sub-Saharan Africa,Uganda,Snacks,Offline,H,6/20/2010,895043981,6/21/2010,2259,152.58,97.44,344678.22,220116.96,124561.26
+Europe,Montenegro,Cosmetics,Offline,C,3/29/2014,614597785,5/14/2014,1997,437.20,263.33,873088.40,525870.01,347218.39
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+Sub-Saharan Africa,Nigeria,Snacks,Online,C,4/22/2017,565984141,5/22/2017,6140,152.58,97.44,936841.20,598281.60,338559.60
+Europe,Sweden,Personal Care,Offline,H,5/17/2011,861976850,5/25/2011,6960,81.73,56.67,568840.80,394423.20,174417.60
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+Sub-Saharan Africa,Central African Republic,Personal Care,Online,L,12/27/2015,736356341,12/28/2015,3060,81.73,56.67,250093.80,173410.20,76683.60
+Europe,Netherlands,Office Supplies,Offline,M,2/2/2011,719293630,2/25/2011,3824,651.21,524.96,2490227.04,2007447.04,482780.00
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+Central America and the Caribbean,The Bahamas,Baby Food,Online,C,11/1/2015,221980750,12/3/2015,7892,255.28,159.42,2014669.76,1258142.64,756527.12
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+Asia,Sri Lanka,Cereal,Offline,H,5/26/2014,960127675,7/11/2014,1970,205.70,117.11,405229.00,230706.70,174522.30
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+Sub-Saharan Africa,Guinea,Personal Care,Online,C,11/17/2014,628671872,12/15/2014,6832,81.73,56.67,558379.36,387169.44,171209.92
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+Europe,Bosnia and Herzegovina,Vegetables,Online,C,3/2/2012,760619390,4/16/2012,3035,154.06,90.93,467572.10,275972.55,191599.55
+Asia,Malaysia,Household,Offline,M,11/13/2016,823605811,12/3/2016,2117,668.27,502.54,1414727.59,1063877.18,350850.41
+Sub-Saharan Africa,Burkina Faso,Baby Food,Offline,H,9/23/2016,601345956,10/20/2016,486,255.28,159.42,124066.08,77478.12,46587.96
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+Asia,Taiwan,Clothes,Online,M,2/15/2013,709095227,2/20/2013,5890,109.28,35.84,643659.20,211097.60,432561.60
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+Sub-Saharan Africa,Uganda,Meat,Offline,M,9/7/2011,103007829,10/20/2011,1160,421.89,364.69,489392.40,423040.40,66352.00
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+Central America and the Caribbean,Guatemala,Beverages,Online,C,1/16/2017,727224385,2/1/2017,711,47.45,31.79,33736.95,22602.69,11134.26
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+Europe,Malta,Baby Food,Offline,L,6/25/2012,398104035,8/12/2012,6686,255.28,159.42,1706802.08,1065882.12,640919.96
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+Europe,Moldova ,Snacks,Offline,M,5/1/2010,489848029,5/20/2010,5772,152.58,97.44,880691.76,562423.68,318268.08
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+Europe,France,Personal Care,Online,H,10/16/2010,762655293,11/11/2010,5504,81.73,56.67,449841.92,311911.68,137930.24
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+Sub-Saharan Africa,Mauritius ,Vegetables,Online,C,2/23/2014,881402480,3/7/2014,5435,154.06,90.93,837316.10,494204.55,343111.55
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+Sub-Saharan Africa,Mauritius ,Cosmetics,Online,M,3/4/2014,588500964,3/12/2014,9368,437.20,263.33,4095689.60,2466875.44,1628814.16
+Europe,Kosovo,Snacks,Online,H,2/5/2013,783913838,3/9/2013,6380,152.58,97.44,973460.40,621667.20,351793.20
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+Middle East and North Africa,Saudi Arabia,Snacks,Online,M,9/9/2014,915191447,9/27/2014,4342,152.58,97.44,662502.36,423084.48,239417.88
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+Middle East and North Africa,Saudi Arabia,Personal Care,Offline,M,1/6/2010,868854463,2/12/2010,2198,81.73,56.67,179642.54,124560.66,55081.88
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+Sub-Saharan Africa,Botswana,Snacks,Online,C,12/28/2010,903406894,2/9/2011,7030,152.58,97.44,1072637.40,685003.20,387634.20
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+Australia and Oceania,Tonga,Cereal,Online,H,10/25/2012,678424060,11/3/2012,9610,205.70,117.11,1976777.00,1125427.10,851349.90
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+Europe,Russia,Personal Care,Offline,H,11/12/2011,473845756,12/16/2011,344,81.73,56.67,28115.12,19494.48,8620.64
+Middle East and North Africa,Qatar,Clothes,Online,L,8/29/2016,853746545,10/15/2016,1430,109.28,35.84,156270.40,51251.20,105019.20
+Sub-Saharan Africa,Cameroon,Beverages,Offline,L,2/27/2015,119153010,3/5/2015,8878,47.45,31.79,421261.10,282231.62,139029.48
+Asia,Malaysia,Office Supplies,Offline,L,11/25/2011,699801480,12/26/2011,5664,651.21,524.96,3688453.44,2973373.44,715080.00
+Australia and Oceania,Samoa ,Meat,Online,C,4/12/2016,595740783,5/13/2016,1791,421.89,364.69,755604.99,653159.79,102445.20
+Sub-Saharan Africa,Zambia,Cereal,Online,M,1/16/2016,127332246,2/11/2016,9296,205.70,117.11,1912187.20,1088654.56,823532.64
+Sub-Saharan Africa,Gabon,Office Supplies,Online,M,5/9/2011,585249698,6/5/2011,7246,651.21,524.96,4718667.66,3803860.16,914807.50
+Europe,Belarus,Vegetables,Online,C,1/5/2011,180479466,1/12/2011,6740,154.06,90.93,1038364.40,612868.20,425496.20
+Sub-Saharan Africa,Chad,Snacks,Offline,M,7/16/2013,794320380,8/12/2013,5907,152.58,97.44,901290.06,575578.08,325711.98
+Asia,Indonesia,Personal Care,Offline,L,12/5/2010,328383767,12/18/2010,4909,81.73,56.67,401212.57,278193.03,123019.54
+Sub-Saharan Africa,Eritrea,Office Supplies,Online,H,3/7/2015,354593455,4/3/2015,938,651.21,524.96,610834.98,492412.48,118422.50
+Middle East and North Africa,Iran,Beverages,Offline,H,8/21/2016,265185773,10/5/2016,3218,47.45,31.79,152694.10,102300.22,50393.88
+Asia,South Korea,Clothes,Online,M,7/3/2010,422709548,8/4/2010,8004,109.28,35.84,874677.12,286863.36,587813.76
+Asia,Cambodia,Vegetables,Offline,L,10/3/2015,810026109,10/18/2015,3581,154.06,90.93,551688.86,325620.33,226068.53
+Asia,Laos,Cosmetics,Offline,L,10/13/2010,580309283,10/25/2010,5268,437.20,263.33,2303169.60,1387222.44,915947.16
+Asia,Sri Lanka,Office Supplies,Online,C,12/1/2012,307045400,12/2/2012,412,651.21,524.96,268298.52,216283.52,52015.00
+Europe,Norway,Personal Care,Offline,M,1/14/2014,634033286,1/15/2014,3394,81.73,56.67,277391.62,192337.98,85053.64
+Middle East and North Africa,United Arab Emirates,Household,Online,H,8/31/2014,925384271,10/12/2014,625,668.27,502.54,417668.75,314087.50,103581.25
+Asia,Thailand,Snacks,Online,C,8/8/2012,615522181,9/20/2012,5547,152.58,97.44,846361.26,540499.68,305861.58
+Europe,Ukraine,Cereal,Offline,L,4/14/2014,559183347,5/21/2014,3633,205.70,117.11,747308.10,425460.63,321847.47
+Europe,Armenia,Meat,Offline,M,11/9/2015,781416594,12/23/2015,7390,421.89,364.69,3117767.10,2695059.10,422708.00
+Middle East and North Africa,Iran,Clothes,Offline,L,7/11/2014,927583253,8/30/2014,1352,109.28,35.84,147746.56,48455.68,99290.88
+Europe,Denmark,Clothes,Offline,H,5/9/2012,713357150,6/3/2012,7088,109.28,35.84,774576.64,254033.92,520542.72
+Sub-Saharan Africa,Liberia,Cosmetics,Offline,M,6/17/2012,374724614,6/23/2012,8195,437.20,263.33,3582854.00,2157989.35,1424864.65
+Australia and Oceania,New Zealand,Household,Offline,C,4/3/2015,217984473,4/20/2015,5305,668.27,502.54,3545172.35,2665974.70,879197.65
+Middle East and North Africa,Azerbaijan,Clothes,Offline,L,8/17/2014,169748055,10/2/2014,1077,109.28,35.84,117694.56,38599.68,79094.88
+Asia,Myanmar,Baby Food,Offline,H,11/23/2016,226939189,12/10/2016,5204,255.28,159.42,1328477.12,829621.68,498855.44
+Europe,Finland,Clothes,Online,L,4/22/2014,906794202,5/11/2014,9410,109.28,35.84,1028324.80,337254.40,691070.40
+Sub-Saharan Africa,Tanzania,Vegetables,Online,L,7/8/2011,996861922,8/7/2011,2450,154.06,90.93,377447.00,222778.50,154668.50
diff --git a/freemarker-generator-cli/src/main/scripts/run-samples.sh b/freemarker-generator-cli/src/main/scripts/run-samples.sh
index 8251a5b..8c0c4c2 100755
--- a/freemarker-generator-cli/src/main/scripts/run-samples.sh
+++ b/freemarker-generator-cli/src/main/scripts/run-samples.sh
@@ -63,6 +63,9 @@ $FREEMARKER_CMD -t templates/csv/md/transform.ftl site/sample/csv/contract.csv >
 echo "templates/csv/shell/curl.ftl"
 $FREEMARKER_CMD -t ./templates/csv/shell/curl.ftl site/sample/csv/user.csv > target/out/curl.sh || { echo >&2 "Test failed.  Aborting."; exit 1; }
 
+echo "templates/csv/md/filter.ftl"
+$FREEMARKER_CMD -e UTF-8 -l de_AT -Dcolumn="Order ID" -Dvalues=226939189,957081544 -Dformat=DEFAULT -Ddelimiter=COMMA -t templates/csv/md/filter.ftl site/sample/csv/sales-records.csv > target/out/sales-records.md || { echo >&2 "Test failed.  Aborting."; exit 1; }
+
 #############################################################################
 # CSV To XML-FO & PDF
 #############################################################################
diff --git a/freemarker-generator-cli/src/test/java/org/apache/freemarker/generator/cli/ManualTest.java b/freemarker-generator-cli/src/test/java/org/apache/freemarker/generator/cli/ManualTest.java
index 5a908ff..50d4c79 100644
--- a/freemarker-generator-cli/src/test/java/org/apache/freemarker/generator/cli/ManualTest.java
+++ b/freemarker-generator-cli/src/test/java/org/apache/freemarker/generator/cli/ManualTest.java
@@ -16,6 +16,8 @@
  */
 package org.apache.freemarker.generator.cli;
 
+import java.util.Arrays;
+
 /**
  * Invoke freemarker-cli and dump the output for ad-hoc manual testing.
  */
@@ -31,9 +33,15 @@ public class ManualTest {
     // private static final String CMD = "-i ${JsonPathTool.parse(Documents.first).read('$.info.title')} site/sample/json/swagger-spec.json";
     // private static final String CMD = "-i ${XmlTool.parse(Documents.first)['recipients/person[1]/name']} site/sample/xml/recipients.xml";
     // private static final String CMD = "-i ${JsoupTool.parse(Documents.first).select('a')[0]} site/sample/html/dependencies.html";
-    private static final String CMD = "-b ./src/test -t templates/properties/csv/locker-test-users.ftl site/sample/properties";
+    // private static final String CMD = "-b ./src/test -t templates/properties/csv/locker-test-users.ftl site/sample/properties";
+    private static final String CMD = "-b ./src/test -e UTF-8 -l de_AT -Dcolumn=Order%20ID -Dvalues=226939189,957081544 -Dformat=DEFAULT -Ddelimiter=COMMA -t templates/csv/md/filter.ftl site/sample/csv/sales-records.csv";
 
     public static void main(String[] args) {
-        Main.execute(CMD.split(SPACE));
+        Main.execute(toArgs(CMD));
+    }
+
+    private static String[] toArgs(String line) {
+        // map a "%20" to space to protect system property values containing a space
+        return Arrays.stream(line.split(SPACE)).map(s -> s.replace("%20", " ")).toArray(String[]::new);
     }
 }
diff --git a/freemarker-generator-cli/templates/csv/csv/gatling-user-credentials.ftl b/freemarker-generator-cli/templates/csv/csv/gatling-user-credentials.ftl
index 09129f7..3cfe9e8 100644
--- a/freemarker-generator-cli/templates/csv/csv/gatling-user-credentials.ftl
+++ b/freemarker-generator-cli/templates/csv/csv/gatling-user-credentials.ftl
@@ -25,6 +25,6 @@ disposer,user,password,token,device,name,description
 <#list csvRecords as record>
     <#assign user = record.get(0)>
     <#assign token = record.get(1)>
-    ${user},${user},,${token},,${user},HU performance test user ${user}
+    ${user},${user},,${token},,${user},performance test user ${user}
 </#list>
 </#compress>
diff --git a/freemarker-generator-cli/templates/csv/md/filter.ftl b/freemarker-generator-cli/templates/csv/md/filter.ftl
new file mode 100644
index 0000000..69ad5ca
--- /dev/null
+++ b/freemarker-generator-cli/templates/csv/md/filter.ftl
@@ -0,0 +1,56 @@
+<#ftl output_format="plainText" strip_text="true">
+<#--
+  Licensed to the Apache Software Foundation (ASF) under one
+  or more contributor license agreements.  See the NOTICE file
+  distributed with this work for additional information
+  regarding copyright ownership.  The ASF licenses this file
+  to you under the Apache License, Version 2.0 (the
+  "License"); you may not use this file except in compliance
+  with the License.  You may obtain a copy of the License at
+    http://www.apache.org/licenses/LICENSE-2.0
+  Unless required by applicable law or agreed to in writing,
+  software distributed under the License is distributed on an
+  "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+  KIND, either express or implied.  See the License for the
+  specific language governing permissions and limitations
+  under the License.
+-->
+<#assign document = Documents.get(0)>
+<#assign parser = parser(document)>
+<#assign headers = parser.getHeaderNames()>
+<#assign column = SystemTool.getProperty("column")>
+<#assign values = SystemTool.getProperty("values")?split(",")>
+
+<#-- Process each line without materializing the whole file in memory -->
+
+<#compress>
+    <@writePageHeader document/>
+    <#list parser.iterator() as record>
+        <#if filter(record)>
+            <@writeCsvRecord headers record/>
+        </#if>
+    </#list>
+</#compress>
+
+<#function parser document>
+    <#assign format = CSVTool.formats[SystemTool.getProperty("format", "DEFAULT")]>
+    <#assign delimiter = CSVTool.toDelimiter(SystemTool.getProperty("delimiter", format.getDelimiter()))>
+    <#return CSVTool.parse(document, format.withFirstRecordAsHeader().withDelimiter(delimiter))>
+</#function>
+
+<#function filter record>
+    <#return values?seq_contains(record.get(column))>
+</#function>
+
+<#macro writePageHeader document>
+    # ${document.name}
+</#macro>
+
+<#macro writeCsvRecord headers record>
+    ## Line ${record.getRecordNumber()}
+    | Column    | Value                       |
+    | --------- | --------------------------- |
+    <#list headers as header>
+    | ${header} | ${record.get(header)}       |
+    </#list>
+</#macro>
diff --git a/freemarker-generator-tools/pom.xml b/freemarker-generator-tools/pom.xml
index 0a9ecd6..d0f6b09 100644
--- a/freemarker-generator-tools/pom.xml
+++ b/freemarker-generator-tools/pom.xml
@@ -86,7 +86,7 @@
         <dependency>
             <groupId>org.apache.commons</groupId>
             <artifactId>commons-csv</artifactId>
-            <version>1.7</version>
+            <version>1.8</version>
         </dependency>
         <dependency>
             <groupId>org.freemarker</groupId>
diff --git a/freemarker-generator-tools/src/main/java/org/apache/freemarker/generator/tools/commonscsv/CommonsCSVTool.java b/freemarker-generator-tools/src/main/java/org/apache/freemarker/generator/tools/commonscsv/CommonsCSVTool.java
index 60556b5..e940e70 100644
--- a/freemarker-generator-tools/src/main/java/org/apache/freemarker/generator/tools/commonscsv/CommonsCSVTool.java
+++ b/freemarker-generator-tools/src/main/java/org/apache/freemarker/generator/tools/commonscsv/CommonsCSVTool.java
@@ -201,8 +201,6 @@ public class CommonsCSVTool {
             throw new IllegalArgumentException("No input stream was provided");
         }
 
-        // As stated in the documentation : "If you do not read all records from the given {@code reader},
-        // you should call {@link #close()} on the parser, unless you close the {@code reader}."
         return CSVParser.parse(is, charset, format);
     }
 


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