diff --git a/Blogpost_IRIS/FindFaultyLines.py b/Blogpost_IRIS/FindFaultyLines.py
new file mode 100644
index 00000000..0977b776
--- /dev/null
+++ b/Blogpost_IRIS/FindFaultyLines.py
@@ -0,0 +1,19 @@
+import pandas as pd
+
+filename = 'C:/Users/SPECTRE/anaconda3/blog.datathinking.org/Blogpost_IRIS/final_file_PAT_Res.csv' 
+error_lines = []
+
+with open(filename, 'r') as file:
+    for line_number, line in enumerate(file, start=1):
+        line = line.strip()
+        columns = line.split(',')
+        num_values = len(columns)
+        if num_values != 69:  # Adjust the expected number of columns accordingly
+            error_lines.append((line_number, num_values))
+
+print(f"Found {len(error_lines)} lines with inconsistent column count:")
+for line_number, num_values in error_lines:
+    print(f"Line {line_number}: {num_values} values")
+
+
+
diff --git a/Blogpost_IRIS/Fix_columnnames.py b/Blogpost_IRIS/Fix_columnnames.py
new file mode 100644
index 00000000..a4760111
--- /dev/null
+++ b/Blogpost_IRIS/Fix_columnnames.py
@@ -0,0 +1,38 @@
+import pandas as pd
+from tabulate import tabulate
+
+# Load the final file
+df = pd.read_csv('final_file.csv')
+
+# Add a new index column
+#df['New Index'] = range(1, len(df) + 1)
+
+# Specify the range of rows and columns you want to display
+#subset = df.iloc[:10, :5]
+
+# Convert the subset to a formatted table
+#table = tabulate(subset, headers='keys', tablefmt='psql')
+
+# Original column names
+column_names = ['Country Name', 'Country Code', 'Indicator Name', 'Indicator Code',
+       '1960', '1961', '1962', '1963', '1964', '1965', '1966', '1967', '1968',
+       '1969', '1970', '1971', '1972', '1973', '1974', '1975', '1976', '1977',
+       '1978', '1979', '1980', '1981', '1982', '1983', '1984', '1985', '1986',
+       '1987', '1988', '1989', '1990', '1991', '1992', '1993', '1994', '1995',
+       '1996', '1997', '1998', '1999', '2000', '2001', '2002', '2003', '2004',
+       '2005', '2006', '2007', '2008', '2009', '2010', '2011', '2012', '2013',
+       '2014', '2015', '2016', '2017', '2018', '2019', '2020', '2021', '2022']
+
+# Renamed column names
+renamed_column_names = column_names[:-1]  # Exclude the last column
+
+# Rename columns
+for i in range(len(renamed_column_names)-1):
+    df.rename(columns= )
+    column_names[i] = renamed_column_names[i+1]
+
+df.columns=column_names
+print(column_names)
+
+# Print the table
+print(df.columns)
diff --git a/Blogpost_IRIS/PAT_NRes.csv b/Blogpost_IRIS/PAT_NRes.csv
new file mode 100644
index 00000000..e69de29b
diff --git a/Blogpost_IRIS/PAT_Res.csv b/Blogpost_IRIS/PAT_Res.csv
new file mode 100644
index 00000000..9753383a
--- /dev/null
+++ b/Blogpost_IRIS/PAT_Res.csv
@@ -0,0 +1,267 @@
+"""Country Name"",""Country Code"",""Indicator Name"",""Indicator Code"",""1960"",""1961"",""1962"",""1963"",""1964"",""1965"",""1966"",""1967"",""1968"",""1969"",""1970"",""1971"",""1972"",""1973"",""1974"",""1975"",""1976"",""1977"",""1978"",""1979"",""1980"",""1981"",""1982"",""1983"",""1984"",""1985"",""1986"",""1987"",""1988"",""1989"",""1990"",""1991"",""1992"",""1993"",""1994"",""1995"",""1996"",""1997"",""1998"",""1999"",""2000"",""2001"",""2002"",""2003"",""2004"",""2005"",""2006"",""2007"",""2008"",""2009"",""2010"",""2011"",""2012"",""2013"",""2014"",""2015"",""2016"",""2017"",""2018"",""2019"",""2020"",""2021"",""2022"","
+"""Aruba"",""ABW"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""1"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Africa Eastern and Southern,""AFE"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Afghanistan,""AFG"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Africa Western and Central,""AFW"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Angola,""AGO"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""4"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""6"",""2"",""85"","""","""","
+"Albania,""ALB"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""3"","""","""",""10"",""14"",""20"",""16"",""15"",""4"","""","""","""","
+"Andorra,""AND"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""1"",""3"",""3"","""","""","
+"Arab World,""ARB"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"United Arab Emirates,""ARE"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""25"",""33"",""23"",""21"",""29"",""35"",""57"",""63"",""57"",""55"",""39"","""","""","
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+"Armenia,""ARM"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""184"",""154"",""187"",""162"",""62"",""75"",""109"",""119"",""140"",""200"",""151"","""",""206"",""192"",""135"",""226"",""116"",""136"",""121"",""137"",""125"",""121"",""113"",""125"",""107"",""101"",""112"",""63"","""","""","
+"American Samoa,""ASM"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Antigua and Barbuda,""ATG"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""5"","""","""","""","""","
+"Australia,""AUS"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""6582"",""6341"",""6603"",""6930"",""7170"","""","""","""","""","""","""","""","""","""","""",""1784"",""1797"",""1760"",""1862"",""1858"",""1928"",""2187"",""2364"",""2418"",""2559"",""2555"",""2837"",""2718"",""2821"",""2494"",""2409"",""2383"",""2627"",""3061"",""1988"",""2291"",""2620"",""2503"",""2757"",""2637"",""2368"","""","""","
+"Austria,""AUT"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""2327"",""2390"",""2233"",""2345"",""2324"",""2269"",""2210"",""2249"",""2212"",""2105"",""2025"",""2076"",""2117"",""2190"",""1989"",""1728"",""1909"",""1910"",""1957"",""2028"",""1961"",""1815"",""1932"",""2120"",""2248"",""2270"",""2271"",""2385"",""2298"",""2263"",""2424"",""2154"",""2258"",""2162"",""2092"",""2205"",""2078"",""2073"",""2039"",""2066"",""2124"","""","""","
+"Azerbaijan,""AZE"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""221"",""165"","""","""","""","""",""203"",""234"",""246"",""270"",""281"",""246"",""287"",""226"",""264"",""254"",""193"",""144"",""156"",""168"",""184"",""144"",""204"",""155"",""147"",""90"","""","""","
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+"Bahamas, The,""BHS"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""2"",""3"","""",""3"",""3"",""1"","""",""4"","""",""2"",""1"",""2"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""3"",""1"",""1"",""2"",""3"",""4"","""","""","""","""",""
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+"Brazil,""BRA"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""2149"",""2171"",""2116"",""2302"",""2062"",""1954"",""1855"",""2451"",""2338"",""2323"",""2389"",""2319"",""2100"",""2429"",""2269"",""2707"",""2611"",""2756"",""2491"",""2816"",""3179"",""3439"",""3481"",""3866"",""4044"",""4054"",""3956"",""4194"",""4280"",""4271"",""4228"",""4695"",""4798"",""4959"",""4659"",""4641"",""5200"",""5480"",""4980"",""5464"",""5280"","""","""","
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+"Botswana,""BWA"",""Patent applications, residents"",""IP.PAT.RESD"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""1"",""5"",""8"",""4"",""3"",""1"",""3"","""",""2"",""2"","""","""","
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diff --git a/Blogpost_IRIS/Remove_extra_lines.py b/Blogpost_IRIS/Remove_extra_lines.py
new file mode 100644
index 00000000..7876389c
--- /dev/null
+++ b/Blogpost_IRIS/Remove_extra_lines.py
@@ -0,0 +1,17 @@
+import csv
+
+# Read the CSV file
+with open('C:/Users/SPECTRE/anaconda3/blog.datathinking.org/Blogpost_IRIS/SUIC.csv', 'r') as file:
+    reader = csv.reader(file)
+    lines = list(reader)
+
+# Remove extra values from each line
+for i in range(len(lines)):
+    if len(lines[i]) > 67:
+        lines[i] = lines[i][:67]
+
+# Write the modified lines back to a new CSV file
+with open('modified_file_SUIC.csv', 'w', newline='') as file:
+    writer = csv.writer(file)
+    writer.writerows(lines)
+
diff --git a/Blogpost_IRIS/Remove_quotation.py b/Blogpost_IRIS/Remove_quotation.py
new file mode 100644
index 00000000..f766e04a
--- /dev/null
+++ b/Blogpost_IRIS/Remove_quotation.py
@@ -0,0 +1,33 @@
+# Read the modified CSV file
+with open('modified_file_PAT_Res.csv', 'r') as file:
+    lines = file.readlines()
+
+# Process the data and write to a new file
+output_file = 'final_file_PAT_Res.csv'
+
+with open(output_file, 'w') as file:
+    for line in lines:
+        # Remove quotation marks
+        cleaned_line = line.replace('"', '')
+
+        # Replace commas after "Patent application" with "-"
+        cleaned_line = cleaned_line.replace('Patent applications,', 'Patent applications -')
+
+        # Split the line on commas
+        columns = cleaned_line.split(',')
+
+        # Replace empty values with zeros
+        for i in range(len(columns)):
+            if columns[i] == '':
+                columns[i] = '0'
+
+        # Write the modified line to the file
+        file.write(','.join(columns) + '\n')
+
+print(f"Modified data has been written to '{output_file}'.")
+
+
+
+
+
+
diff --git a/Blogpost_IRIS/SUIC.csv b/Blogpost_IRIS/SUIC.csv
new file mode 100644
index 00000000..241fc09e
--- /dev/null
+++ b/Blogpost_IRIS/SUIC.csv
@@ -0,0 +1,267 @@
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+"Uganda,""UGA"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""10.2"",""9.8"",""9.4"",""9.4"",""9.5"",""9.7"",""9.4"",""8"",""7.1"",""6.8"",""6.3"",""6.3"",""5.7"",""5.2"",""4.8"",""4.7"",""4.7"",""4.4"",""4.4"",""4.6"","""","""","""","
+"Ukraine,""UKR"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""39.1"",""36.7"",""36"",""34.5"",""33.8"",""33.8"",""30.8"",""31.5"",""30.9"",""26.3"",""24.5"",""23"",""23.1"",""22.6"",""24.4"",""21.6"",""21.4"",""20.6"",""21.9"",""21.6"","""","""","""","
+"Upper middle income,""UMC"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""14.9015887768498"",""13.9644440899883"",""13.5036214739757"",""13.7586728501017"",""13.8818297098638"",""13.5584068237313"",""12.6872882031208"",""12.0807542569989"",""11.8136450627952"",""11.4020494537745"",""11.0003168603693"",""10.4697959741304"",""10.0103005213989"",""9.7067596129208"",""9.62377752482501"",""9.33822999050398"",""9.32410143534534"",""9.13843174530323"",""9.05399789810485"",""8.86762033785213"","""","""","""","
+"Uruguay,""URY"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""16"",""14.5"",""19.8"",""15.6"",""15.3"",""14.8"",""15.5"",""17.4"",""15.1"",""15"",""16"",""16.8"",""17.8"",""15.8"",""17.4"",""18.6"",""21.1"",""20.8"",""21.2"",""21.2"","""","""","""","
+"United States,""USA"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""11"",""11.4"",""11.8"",""11.7"",""11.9"",""11.9"",""12.1"",""12.4"",""12.7"",""12.8"",""13.1"",""13.4"",""13.5"",""13.5"",""14"",""14.4"",""15.1"",""15.9"",""15.7"",""16.1"","""","""","""","
+"Uzbekistan,""UZB"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""10.1"",""10"",""9.7"",""9"",""8.6"",""9.1"",""8.8"",""8.6"",""8.5"",""8"",""8.1"",""8.5"",""8.9"",""8.9"",""9"",""9.2"",""9.1"",""8.8"",""8.6"",""8"","""","""","""","
+"St. Vincent and the Grenadines,""VCT"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""5.7"",""5.2"",""6.6"",""5.8"",""5.1"",""9.9"",""6.2"",""8.4"",""4.2"",""2.6"",""3"",""5.6"",""5.4"",""3.9"",""1.4"",""3.3"",""0.7"",""0"",""1"",""1"","""","""","""","
+"Venezuela, RB,""VEN"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""5.4"",""5.7"",""5.4"",""4.9"",""4.5"",""4.4"",""3.9"",""3.7"",""3.5"",""3.2"",""3.4"",""3.6"",""3.2"",""2.5"",""2.1"",""2.3"",""2.2"",""2.2"",""2.2"",""2.1"","""","""","""","
+"British Virgin Islands,""VGB"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Virgin Islands (U.S.),""VIR"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Vietnam,""VNM"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""6.1"",""6.1"",""6.1"",""6.1"",""6.3"",""6.3"",""6.4"",""6.7"",""6.9"",""6.9"",""7"",""7.2"",""7.4"",""7.5"",""7.6"",""7.7"",""7.7"",""7.7"",""7.6"",""7.5"","""","""","""","
+"Vanuatu,""VUT"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""19.1"",""18.9"",""19.1"",""19"",""18.6"",""18.2"",""19.2"",""19.1"",""18.9"",""19.8"",""19.5"",""19"",""19.1"",""18.9"",""18.2"",""18.2"",""18"",""18.1"",""18.1"",""18"","""","""","""","
+"World,""WLD"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""12.942143735355"",""12.425556518094"",""12.174516956856"",""12.1114219266017"",""12.0557934503032"",""11.9680465466319"",""11.5474637493999"",""11.2932726145956"",""11.174775587914"",""10.9619672773223"",""10.7797609139857"",""10.5726537748686"",""10.2458899627172"",""9.98341086870163"",""9.71030679483194"",""9.45725446001427"",""9.32744830471394"",""9.22094949643432"",""9.25976635937404"",""9.15951947249307"","""","""","""","
+"Samoa,""WSM"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""13.7"",""13.7"",""13.4"",""13.2"",""12.8"",""12.9"",""13"",""12.9"",""12.8"",""11"",""12.8"",""12.8"",""12.7"",""12.1"",""12.8"",""12.7"",""12.8"",""12.6"",""12.6"",""12.6"","""","""","""","
+"Kosovo,""XKX"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
+"Yemen, Rep.,""YEM"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""6.1"",""6.1"",""5.9"",""5.9"",""6"",""5.9"",""5.8"",""5.8"",""6"",""5.9"",""5.7"",""5.6"",""5.7"",""5.7"",""5.7"",""5.5"",""5.7"",""5.6"",""5.9"",""5.8"","""","""","""","
+"South Africa,""ZAF"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""22.4"",""23"",""24.3"",""25.1"",""24.6"",""24.4"",""23.6"",""24.6"",""26.7"",""26.7"",""24.6"",""22.4"",""22.9"",""23.7"",""24.1"",""24.5"",""24.4"",""25.2"",""24.1"",""23.5"","""","""","""","
+"Zambia,""ZMB"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""13.3"",""12.4"",""12.1"",""11.6"",""12.2"",""11.9"",""11.7"",""10.3"",""9.7"",""9.8"",""10.1"",""10.3"",""9.4"",""9.1"",""9"",""8.7"",""8.5"",""8.5"",""8.1"",""7.3"","""","""","""","
+"Zimbabwe,""ZWE"",""Suicide mortality rate (per 100,000 population)"",""SH.STA.SUIC.P5"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""",""13.3"",""12.8"",""13.4"",""13.2"",""14.2"",""14"",""14.4"",""17.2"",""20.1"",""22.2"",""21.5"",""20.7"",""19.7"",""18.6"",""18.2"",""18"",""16.8"",""15"",""14"",""14.1"","""","""","""","
diff --git a/Blogpost_IRIS/final_file_PAT_NRes.csv b/Blogpost_IRIS/final_file_PAT_NRes.csv
new file mode 100644
index 00000000..28e850e5
--- /dev/null
+++ b/Blogpost_IRIS/final_file_PAT_NRes.csv
@@ -0,0 +1,410 @@
+Country Name,Country Code,Indicator Name,Indicator Code,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022
+
+Aruba,ABW,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Africa Eastern and Southern,AFE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Afghanistan,AFG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Africa Western and Central,AFW,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Angola,AGO,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,114,108,0,0,0,
+
+Albania,ALB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,0,0,0,120,238,391,0,386,0,0,0,361,0,8,0,4,3,5,5,8,3,1,0,0,0,
+
+Andorra,AND,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,6,10,12,5,0,0,
+
+Arab World,ARB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+United Arab Emirates,ARE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1263,1318,1327,1402,1438,1714,1642,1733,1723,1843,1869,0,0,
+
+Argentina,ARG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3063,3321,2793,2443,2656,0,0,0,0,0,1955,1851,1919,2261,2820,3588,4012,5035,5459,5558,5574,5088,4143,3765,3816,4215,4597,4806,4781,4336,4165,4133,4078,4129,4173,3579,2925,3050,3242,3260,2562,0,0,
+
+Armenia,ARM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,79,98,154,121,8,16,8,15,7,6,0,2,1,5,4,11,6,19,4,6,2,2,1,3,4,4,7,0,0,
+
+American Samoa,ASM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Antigua and Barbuda,ATG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,7,7,15,10,12,8,5,0,0,0,0,
+
+Australia,AUS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9354,9807,9572,9529,10212,0,0,0,0,0,0,0,0,0,0,12277,13221,15398,16063,17960,20073,20548,20181,19176,20274,21302,23166,24122,23525,21187,22478,23143,23731,26656,23968,26314,25774,26403,27200,27121,26926,0,0,
+
+Austria,AUT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4166,3428,2620,2322,1891,1591,1336,1272,1048,915,670,544,517,513,516,458,449,397,349,341,340,284,329,213,266,235,378,287,329,292,249,276,294,244,271,236,237,232,168,208,173,0,0,
+
+Azerbaijan,AZE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,17,0,0,0,0,10,7,18,7,6,13,8,7,17,17,12,0,0,0,0,19,22,16,20,18,0,0,
+
+Burundi,BDI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,10,5,2,2,7,0,2,0,0,1,3,0,2,1,4,1,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,10,2,15,5,0,0,
+
+Belgium,BEL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5104,3918,2944,2261,1966,1476,1334,889,776,663,613,574,499,679,446,355,310,269,249,249,243,264,147,188,122,105,161,163,133,148,140,127,127,161,137,148,119,216,218,257,288,0,0,
+
+Benin,BEN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Burkina Faso,BFA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Bangladesh,BGD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,102,133,104,123,104,96,77,98,109,76,76,77,89,71,89,156,131,119,184,200,248,236,246,260,268,294,288,270,278,275,276,269,287,243,249,299,267,241,299,345,362,0,0,
+
+Bulgaria,BGR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,804,871,717,728,738,248,211,311,253,267,331,326,351,152,531,363,407,538,524,616,709,785,735,680,133,52,48,28,22,24,17,21,14,15,16,11,11,23,18,7,7,0,0,
+
+Bahrain,BHR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,47,28,41,28,65,16,20,0,0,0,0,0,31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,139,161,167,199,185,171,237,219,322,257,0,0,
+
+Bahamas, The,BHS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,51,50,0,38,42,37,0,32,0,25,27,29,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,83,75,113,68,34,48,0,0,0,0,
+
+Bosnia and Herzegovina,BIH,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,105,242,309,0,242,346,306,162,0,12,0,9,12,14,22,2,0,6,12,12,14,5,0,0,
+
+Belarus,BLR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,666,1005,415,361,414,79,345,204,214,379,298,200,296,337,257,220,173,174,146,190,145,105,148,66,90,94,95,77,0,0,
+
+Belize,BLZ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16,33,41,48,54,0,0,49,51,32,36,26,37,32,24,32,23,0,0,
+
+Bermuda,BMU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Bolivia,BOL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,117,120,89,70,54,41,0,0,0,0,0,0,0,62,89,106,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,294,0,241,277,0,0,0,0,0,
+
+Brazil,BRA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6228,6113,5562,4900,4657,4565,4413,4702,4546,4657,5148,4625,4374,4221,4228,4741,5446,13479,13546,14693,14104,14410,13204,12545,12669,14444,15886,17469,18890,18135,20771,23954,25637,25925,25683,25578,22810,20178,19877,19932,19058,0,0,
+
+Barbados,BRB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,44,38,0,0,35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,68,0,85,93,121,80,76,44,109,84,79,88,71,36,39,38,45,41,0,0,31,0,0,0,
+
+Brunei Darussalam,BRN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,88,41,42,21,42,32,34,21,21,21,43,31,26,41,64,75,42,0,0,11,15,91,0,73,99,95,133,115,0,0,
+
+Bhutan,BTN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,4,0,7,1,3,9,17,6,0,0,
+
+Botswana,BWA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,34,29,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,9,1,5,5,6,4,3,0,2,0,0,
+
+Central African Republic,CAF,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Canada,CAN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,22699,23267,23883,23690,24709,25482,25596,26598,28869,32060,24375,21097,22950,23307,24683,24161,24987,25238,30163,33189,35435,35753,35782,33299,32970,34705,36516,35133,37028,32410,30899,30357,30533,30174,31283,32687,30667,30969,31812,32250,30113,0,0,
+
+Central Europe and the Baltics,CEB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Switzerland,CHE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5613,4430,3637,3038,2714,2281,1954,1764,1556,1371,1081,893,903,874,892,830,718,620,564,535,468,594,466,396,434,455,362,342,439,394,533,446,1508,631,568,446,309,291,332,348,301,0,0,
+
+Channel Islands,CHI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Chile,CHL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,685,744,665,647,602,550,592,621,622,682,642,838,949,1179,1418,1535,1771,2411,2568,2608,2879,2504,2147,2076,2485,2646,2924,3403,3421,1374,748,2453,2683,2732,2653,2831,2521,2469,2694,2799,2433,0,0,
+
+China,CHN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4493,4515,4084,4872,4910,4305,4051,4387,7534,7876,8688,11114,12102,33645,34418,26560,33412,40426,48548,64598,79842,88183,92101,95259,85508,98111,110583,117464,120200,127042,133612,133522,135885,148187,157093,152342,0,0,
+
+Cote d'Ivoire,CIV,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,
+
+Cameroon,CMR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Congo, Dem. Rep.,COD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,107,90
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+Congo, Rep.,COG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,81,0,55,0,0,0,0,0,21,15,27,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Colombia,COL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,335,604,0,527,471,441,404,532,420,516,0,527,575,769,867,1093,1172,1497,1670,1615,1694,432,858,1127,1365,1662,1861,1862,1818,1551,1739,1770,1848,1781,1898,1921,1658,1777,1808,1735,1752,
+
+Euro area,EMU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Eritrea,ERI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Spain,ESP,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9001,8509,8555,8352,8916,9149,8581,2590,2209,2318,1079,746,561,563,537,553,524,496,476,506,484,467,371,367,313,313,316,265,252,207,213,196,209,218,225,221,177,176,149,159,124,0,0,
+
+Estonia,EST,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,452,63,198,360,443,604,791,699,700,584,97,15,9,19,10,20,13,15,5,17,6,6,1,4,6,1,2,0,0,
+
+Ethiopia,ETH,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,18,9,15,12,6,3,4,5,25,0,0,0,34,14,24,22,32,26,39,49,0,54,0,0,
+
+European Union,EUU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Fragile and conflict affected situations,FCS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Finland,FIN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2734,2809,2907,3178,3408,3472,3627,3941,4084,4417,4410,2671,3953,2052,1842,1733,483,250,212,343,324,270,207,215,209,229,202,211,147,127,102,124,129,141,126,127,108,139,100,75,97,0,0,
+
+Fiji,FJI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,14,0,0,0,18,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+France,FRA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16989,13723,11561,10029,8867,7543,6369,5875,5194,4986,4260,3908,3547,3402,3520,3477,3484,3637,3544,3282,3483,3605,3389,3339,3060,2948,2720,2387,1761,1593,1832,2099,2092,2196,2033,1994,2012,1832,1919,1766,1542,0,0,
+
+Faroe Islands,FRO,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Micronesia, Fed. Sts.,FSM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Gabon,GAB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Guinea-Bissau,GNB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Equatorial Guinea,GNQ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Greece,GRC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1570,1843,1911,1936,2142,2035,1714,586,457,454,466,192,211,171,139,46,37,57,34,33,34,49,36,27,28,20,30,20,30,22,16,20,28,19,19,23,40,91,149,238,363,0,0,
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+Grenada,GRD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,26,33,17,9,17,0,0,0,0,0,0,
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+Greenland,GRL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Guatemala,GTM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,168,0,115,92,106,76,82,75,97,104,79,94,99,77,142,175,218,267,250,285,293,296,266,388,500,99,306,322,374,327,337,319,288,341,266,275,228,231,205,0,0,
+
+Guam,GUM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Guyana,GUY,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,5,16,8,3,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,14,16,19,13,17,23,18,0,0,0,0,
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+High income,HIC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,326700,339200,361400,387200,434500,429400,427200,448400,478600,511400,529700,535500,502300,532200,542500,571600,587900,605300,626600,631600,641700,655200,691800,682500,0,0,
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+Hong Kong SAR, China,HKG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,871,810,955,1027,1107,1056,886,1060,1076,1248,1186,1619,1938,2059,2359,14539,5998,8244,8840,9018,8995,9878,11607,13618,13606,13489,11708,11569,13312,12817,13690,12350,11973,13859,12975,15672,16186,21133,0,
+
+Honduras,HND,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,40,0,183,24,19,16,0,31,27,0,17,0,30,0,0,40,126,0,0,148,135,155,161,0,0,0,0,0,0,0,0,253,233,211,0,224,185,189,148,187,0,
+
+Iraq,IRQ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,126,107,129,128,94,77,54,49,52,75,0,0,25,28,25,24,18,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,102,0,101,77,106,98,0,0,
+
+Iceland,ISL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,58,79,62,62,70,71,92,91,110,87,113,99,121,112,108,49,75,216,254,357,825,713,379,748,463,545,326,53,31,22,19,21,7,13,13,6,3,8,10,15,3,0,0,
+
+Israel,ISR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2104,2132,2207,2295,2690,2727,2830,3035,2859,3048,2856,2630,2327,2635,2701,3159,2101,1445,3106,3904,5203,5521,5095,4569,4870,5157,6154,6394,6214,5387,5856,5526,5473,4984,5148,5623,5119,5377,5857,6370,6481,0,0,
+
+Italy,ITA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9971,0,0,12080,0,7851,0,0,8000,0,0,0,486,483,439,0,1678,0,0,1172,1396,0,0,0,0,0,0,870,861,903,846,927,871,905,781,0,973,1031,900,898,947,0,0,
+
+Jamaica,JAM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,93,93,0,0,101,0,0,77,39,59,64,60,54,77,61,0,0,90,72,54,41,61,59,132,157,121,110,142,93,82,97,122,63,59,57,53,51,47,0,0,
+
+Jordan,JOR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,68,91,24,0,0,0,0,0,0,61,0,0,0,0,0,0,0,0,0,0,127,147,117,157,141,169,428,507,535,446,429,360,346,357,339,294,256,174,109,290,301,0,0,
+
+Japan,JPN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,25290,0,0,24977,28562,28622,29887,30089,30491,33641,34360,33463,33875,34141,33363,34603,36514,40765,42551,45475,49501,52408,51586,54909,54665,59118,61614,62793,60892,53281,54517,55030,55783,56705,60030,59882,58137,58189,59937,62597,61124,0,0,
+
+Kazakhstan,KAZ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,1205,183,342,325,303,159,111,116,99,103,102,111,103,124,194,189,314,273,317,0,378,271,232,231,173,193,0,97,0,0,
+
+Kenya,KEN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,96,75,76,100,122,98,107,108,55,65,0,20,0,37,0,0,38,40,34,30,0,0,49,73,53,59,41,91,89,123,120,122,136,114,75,56,59,43,42,41,35,0,0,
+
+Kyrgyz Republic,KGZ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,259,29,142,55,12,2,4,14,5,1,0,0,0,3,3,3,6,5,1,3,7,4,5,9,0,1,1,0,0,
+
+Cambodia,KHM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,39,28,26,43,53,74,65,65,77,55,160,310,248,0,0,
+
+Kiribati,KIR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+St. Kitts and Nevis,KNA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,5,9,4,0,0,0,0,
+
+Korea, Rep.,KOR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3829,3984,4368,4795,6636,7883,9115,12186,14355,16295,16738,14880,15122,15044,17158,19271,21921,25325,24637,24672,29179,30898,29566,28338,34865,38733,40713,43768,43518,36207,38296,40890,40779,44611,46219,46419,45406,45691,47431,47372,46282,0,
+
+Kuwait,KWT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,37,0,256,0,0,
+
+St. Martin (French part),MAF,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Morocco,MAR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,315,299,284,300,294,255,225,234,238,204,268,301,0,256,253,292,237,0,401,0,0,0,0,0,457,520,732,782,834,856,882,880,843,828,742,797,1066,2026,2350,2531,2438,0,0,
+
+Monaco,MCO,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,54,56,37,46,51,54,40,55,67,50,56,42,13,11,14,17,23,13,15,14,7,14,4,3,2,5,7,5,3,7,5,3,4,0,4,1,7,17,11,5,7,0,0,
+
+Moldova,MDA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,36,296,39,135,57,23,15,10,17,30,3,9,11,9,14,22,5,11,11,22,29,72,60,64,37,21,15,11,0,0,
+
+Madagascar,MDG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,16,23,36,30,37,48,38,25,20,22,35,40,67,63,43,34,58,40,47,29,16,30,42,37,30,21,0,0,
+
+Maldives,MDV,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Middle East & North Africa,MEA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4562,4332,4087,4249,4720,4191,3947,4216,4129,4433,4674,4384,3997,4630,4633,5382,4477,3012,6663,7287,8535,8657,8036,7366,8647,9909,12131,13973,13000,11546,14914,14923,14219,14438,13614,15165,15955,17628,17894,19082,18210,0,0,
+
+Mexico,MEX,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4768,5232,4763,3861,3771,3091,3071,3509,3748,3817,4400,4707,7130,7659,9446,4961,6365,10111,10440,11655,12630,13031,12536,11739,12633,13851,14931,15970,15896,13459,13625,12990,14020,14234,14889,16707,16103,15850,14869,14636,13180,0,0,
+
+Marshall Islands,MHL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Middle income,MIC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+North Macedonia,MKD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,178,76,13,118,60,2,53,59,209,23,9,15,4,13,5,11,1,3,3,4,0,0,0,0,0,0,0,0,0,
+
+Mali,MLI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Malta,MLT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,17,17,15,16,15,20,12,17,14,13,17,21,22,16,21,13,18,24,26,72,93,107,180,0,471,0,805,29,34,21,7,6,6,4,8,2,1,7,15,7,5,0,0,
+
+Myanmar,MMR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Middle East & North Africa (excluding high income),MNA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Montenegro,MNE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,914,0,136,83,41,0,0,0,0,0,0,0,0,0,0,
+
+Mongolia,MNG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,32,11,0,0,0,0,0,0,1,2,6,21,52,23,3,32,0,0,76,105,86,86,87,110,0,0,67,69,0,0,132,126,128,107,104,79,86,82,0,0,
+
+Northern Mariana Islands,MNP,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Mozambique,MOZ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,18,8,1,9,16,4,14,17,26,14,17,25,15,26,30,46,30,25,26,13,24,14,0,0,
+
+Mauritania,MRT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Mauritius,MUS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,10,19,8,0,0,5,21,5,14,11,3,8,12,4,12,4,19,12,12,0,0,0,0,0,0,0,0,0,22,0,0,19,14,18,18,20,36,18,13,23,19,0,0,
+
+Malawi,MWI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,51,41,49,37,26,35,39,53,33,34,33,21,12,15,12,33,30,26,18,0,17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,
+
+Malaysia,MYS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1329,233,3195,1547,1803,2213,2321,2260,2684,3364,3911,5354,6272,5770,5624,6021,5663,4615,4686,4920,5764,4269,1702,4485,4503,5152,5376,5826,6006,6267,6455,6127,5906,6179,6480,5839,0,0,
+
+North America,NAC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,64930,67276,70192,68002,74152,77044,81317,90120,97513,108397,104895,105257,113872,107548,120205,128341,130041,126520,132409,149701,166535,184711,185982,186799,200377,217571,240698,249940,261761,263604,279148,286189,304566,313955,324989,333762,340911,344021,343858,368590,357699,0,0,
+
+Namibia,NAM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,158,130,0,120,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,14,15,15,12,0,0,0,
+
+New Caledonia,NCL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Niger,NER,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Nigeria,NGA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,431,0,0,0,0,246,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,747,676,869,0,0,150,180,509,683,598,0,0,
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+Nicaragua,NIC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,64,49,33,39,0,0,0,0,0,39,34,0,35,0,0,0,136,129,0,0,0,0,0,0,0,0,0,0,208,172,124,145,0,0,0,0,0,0,0,0,
+
+Netherlands,NLD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5532,4228,3212,2611,2139,1658,1464,1201,1068,993,764,595,555,560,501,569,633,637,549,506,529,543,481,573,556,633,548,367,311,279,240,310,338,449,288,287,314,365,394,449,825,0,0,
+
+Norway,NOR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3247,3785,3733,4068,4332,3694,3519,4616,4933,4324,4745,4213,4120,3886,4072,4280,4336,4959,5006,5255,5389,5242,5109,4782,4348,4843,4957,5431,4280,2358,696,654,555,648,457,652,833,908,592,582,564,0,0,
+
+Nepal,NPL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,1,0,0,0,0,0,0,2,3,1,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,13,12,36,71,26,43,0,0,0,0,0,
+
+Nauru,NRU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+New Zealand,NZL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2290,2424,2547,2683,3011,2967,3128,3368,3622,3660,3869,3550,3390,1866,2517,3435,6192,8259,4519,6541,5585,5507,5109,5028,4900,5112,5212,5952,4468,4803,5051,4708,5674,5167,6092,5317,5311,5146,5221,5690,5417,0,0,
+
+OECD members,OED,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Oman,OMN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,341,366,387,404,476,0,0,0,
+
+Other small states,OSS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Pakistan,PAK,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,369,0,0,0,0,0,0,0,0,0,524,502,605,617,574,678,799,1049,1275,1089,1149,1168,1057,1070,1008,1141,1647,1449,1375,0,980,861,798,783,776,677,636,505,586,561,562,0,0,
+
+Panama,PAN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,90,90,97,134,98,78,83,73,79,44,53,68,66,80,86,62,142,0,0,0,153,0,0,0,0,0,0,0,371,370,468,420,234,78,274,389,349,376,362,328,297,0,0,
+
+Peru,PER,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,280,375,294,266,0,211,208,194,194,0,219,216,262,254,369,0,565,756,0,944,1038,974,840,892,785,993,1232,1331,1504,657,261,1129,1136,1193,1204,1182,1091,1119,1133,1122,1142,0,0,
+
+Philippines,PHL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1454,1514,1514,1613,1194,1489,1379,1568,1617,1772,1822,1774,1687,1860,1965,2207,2634,3440,3280,3217,3482,2470,705,1732,2538,2762,3034,3248,3097,2825,3223,3010,2832,3065,3255,3359,3092,3072,3771,3879,3517,0,0,
+
+Palau,PLW,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Papua New Guinea,PNG,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,0,0,0,0,79,0,46,0,0,33,63,53,0,0,
+
+Poland,POL,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1644,1188,990,783,798,770,713,769,763,843,1315,1086,1354,1013,1327,1265,1297,3950,4128,4671,4899,4328,4292,3973,5359,4555,655,361,290,241,227,244,247,174,155,139,135,117,115,112,88,0,0,
+
+Pre-demographic dividend,PRE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Puerto Rico,PRI,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Korea, Dem. People's Rep.,PRK,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,32,13,13,38,8,8,0,0,0,0,0,0,0,0,0,0,0,0,66,56,76,0,55,39,39,27,0,0,0,0,2,8,7,6,0,
+
+Portugal,PRT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1731,1843,1734,1760,1756,1906,2191,2258,2410,3311,3541,3453,1138,180,88,120,76,101,61,114,65,56,49,40,64,47,36,31,24,46,46,75,26,22,18,20,27,36,29,104,263,0,0,
+
+Paraguay,PRY,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,32,35,0,0,0,34,36,0,44,71,0,0,0,0,0,0,211,253,171,173,187,241,364,295,265,246,347,0,0,0,0,0,0,0,315,324,323,0,0,
+
+West Bank and Gaza,PSE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Pacific island small states,PSS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Post-demographic dividend,PST,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+French Polynesia,PYF,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Qatar,QAT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,58,323,477,0,548,574,0,799,604,0,0,
+
+Romania,ROU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,726,681,638,487,457,379,225,291,181,191,304,361,420,628,500,421,636,722,894,330,287,277,363,293,200,68,62,59,36,37,36,39,55,53,84,78,58,80,47,58,47,0,0,
+
+Russian Federation,RUS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11850,3974,4495,6893,7980,8123,8299,7944,8960,9313,9596,9901,7205,8609,9807,11934,14137,12966,13778,14919,15510,16149,16236,16248,14792,14106,13031,12174,11225,0,0,
+
+Rwanda,RWA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,7,2,3,6,1,1,2,5,1,4,1,2,0,3,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,30,0,7,1,3,2,1,0,0,0,0,
+
+South Asia,SAS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2355,2069,2131,208,2473,2670,2677,2708,2705,2770,3356,2999,2963,3279,3933,5973,7945,9590,8324,4157,7979,9853,10277,10707,14923,21307,25447,30920,32304,27500,32400,34830,35501,33592,31875,34396,33081,32679,34920,35351,34811,0,0,
+
+Saudi Arabia,SAU,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,58,439,492,605,729,687,718,810,1001,1286,1144,797,683,552,487,395,374,419,642,0,0,643,643,0,440,135,1691,2196,2282,2321,2463,2274,0,0,
+
+Sudan,SDN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,67,0,0,0,0,0,0,0,0,26,0,0,0,0,0,0,4,16,13,20,11,17,16,13,13,3,2,2,3,0,0,8,1,1,12,31,7,7,0,0,
+
+Senegal,SEN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Singapore,SGP,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,631,603,0,852,927,1003,0,0,0,0,0,0,0,0,0,2412,12357,6048,6367,6679,7720,7726,7575,7248,7944,8036,8537,9255,8899,7986,8878,8738,8604,8579,9009,9345,9379,9321,10270,12409,11487,0,0,
+
+Solomon Islands,SLB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,12,4,8,6,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sierra Leone,SLE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+El Salvador,SLV,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,79,0,61,84,65,40,0,0,0,34,44,26,97,75,76,64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,217,183,187,196,171,178,136,147,143,0,0,
+
+San Marino,SMR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,155,191,296,467,604,681,741,709,0,0,
+
+Somalia,SOM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Serbia,SRB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,694,609,273,121,237,40,39,49,32,20,10,13,21,13,11,9,8,0,0,
+
+Sub-Saharan Africa (excluding high income),SSA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+South Sudan,SSD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sub-Saharan Africa,SSF,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6040,6622,7427,6374,7035,6824,5626,5348,5348,5232,5632,5036,4773,4676,5314,6202,6543,7511,7801,3748,3132,6206,6099,5716,6244,6467,7319,8161,8177,6559,5757,8066,8260,8951,8271,8015,8200,8807,8905,8704,8160,0,0,
+
+Small states,SST,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sao Tome and Principe,STP,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,0,8,3,0,238,379,408,0,0,0,0,
+
+Suriname,SUR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Slovak Republic,SVK,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,681,620,1400,1498,1578,1612,1683,1804,1696,1599,1437,238,95,90,106,75,63,48,33,35,26,23,28,15,23,14,28,15,0,0,
+
+Slovenia,SVN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,409,784,404,116,201,238,127,138,124,107,101,60,42,29,12,15,6,12,11,11,0,0,0,0,0,0,23,0,0,0,0,
+
+Sweden,SWE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5086,3968,3442,2958,2705,2322,1939,1695,1462,1270,1073,702,657,614,636,924,857,940,753,853,844,574,597,703,462,438,413,398,306,463,353,337,148,163,441,390,352,305,442,388,432,0,0,
+
+Eswatini,SWZ,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,35,30,0,0,0,27,0,0,47,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,3,0,2,2,0,0,0,0,0,0,0,
+
+Sint Maarten (Dutch part),SXM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Seychelles,SYC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,7,0,3,1,2,0,0,5,0,0,0,0,0,0,1,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,14,46,17,12,9,0,0,
+
+Syrian Arab Republic,SYR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,98,76,81,0,0,0,0,0,0,0,0,0,33,40,42,68,59,46,9,0,48,39,47,36,40,34,133,0,0,0,0,0,0,0,0,0,0,16,45,32,16,0,0,
+
+Turks and Caicos Islands,TCA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Chad,TCD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+East Asia & Pacific (IDA & IBRD countries),TEA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Europe & Central Asia (IDA & IBRD countries),TEC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Togo,TGO,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Thailand,THA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,202,306,331,512,619,652,634,814,1041,1381,1867,1907,1906,2353,2816,3387,4355,5148,4592,4438,4488,4798,3874,4329,4554,5449,5221,5873,5839,4832,723,2997,5726,5832,6924,7138,6722,6886,7245,7307,6662,0,0,
+
+Tajikistan,TJK,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,30,141,51,9,5,7,1,0,1,2,6,0,0,0,1,3,1,3,2,0,1,0,0,0,1,8,0,0,
+
+Turkmenistan,TKM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,170,50,16,5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Latin America & the Caribbean (IDA & IBRD countries),TLA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Timor-Leste,TLS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Middle East & North Africa (IDA & IBRD countries),TMN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Tonga,TON,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,
+
+South Asia (IDA & IBRD),TSA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sub-Saharan Africa (IDA & IBRD countries),TSS,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Trinidad and Tobago,TTO,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,123,0,83,0,0,0,0,0,0,0,0,0,54,62,70,63,110,154,107,120,154,239,221,231,205,205,278,317,280,0,0,0,213,174,184,165,133,171,135,112,111,0,0,
+
+Tunisia,TUN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,214,183,0,197,201,202,139,120,118,118,134,104,98,100,106,115,128,174,200,190,210,156,58,120,223,282,379,416,472,452,508,543,476,437,400,409,348,383,271,0,0,0,0,
+
+Turkiye,TUR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,527,368,385,0,447,461,552,760,747,886,1090,1057,1063,1057,1216,1520,735,1327,2276,2744,3156,2875,1424,348,235,218,160,211,176,177,177,228,232,269,331,489,618,380,310,217,238,0,0,
+
+Tuvalu,TUV,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,10,10,0,0,
+
+Tanzania,TZA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,88,0,30,57,0,30,0,0,37,23,0,0,0,0,0,0,0,0,0,0,0,3,2,1,3,3,1,4,5,3,1,2,0,3,4,1,0,0,0,0,0,0,0,
+
+Uganda,UGA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,28,55,17,16,28,26,0,21,21,14,13,4,11,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,4,3,0,0,6,1,1,6,0,0,
+
+Ukraine,UKR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1909,555,1156,1257,1568,1631,1621,1604,1610,1153,1438,1689,2054,2416,2723,2872,2380,2756,2604,2464,2556,2356,2226,1862,1764,1861,1755,1822,0,0,
+
+Upper middle income,UMC,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,80200,101300,102000,97600,107100,108900,113800,129600,153700,166900,174700,185000,164900,174600,193700,207200,210500,219500,227300,219700,218400,228100,236700,225900,0,0,
+
+Uruguay,URY,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,213,227,157,174,147,105,124,101,144,111,0,137,140,147,151,221,182,370,469,525,572,543,466,504,514,589,725,739,706,750,761,667,678,0,639,532,0,500,0,0,0,0,0,
+
+United States,USA,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,42231,44009,46309,44312,49443,51562,55721,63522,68644,76337,80520,84160,90922,84241,95522,104180,105054,101282,102246,116512,131100,148958,150200,153500,167407,182866,204182,214807,224733,231194,248249,255832,274033,283781,293706,301075,310244,313052,312046,336340,327586,0,0,
+
+Uzbekistan,UZB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,295,64,19,53,367,0,361,213,443,203,171,205,180,186,198,186,174,262,274,253,258,223,219,202,196,180,169,232,0,0,
+
+St. Vincent and the Grenadines,VCT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,2,8,8,7,0,3,4,3,5,0,0,
+
+Venezuela, RB,VEN,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1831,1980,1893,1482,1359,1303,1292,1369,0,1184,1090,1128,1338,1489,1505,0,1822,2323,0,0,2292,0,2150,1984,1873,2232,2439,2479,2325,2051,1773,1564,1461,1389,1377,928,560,338,0,0,0,0,
+
+British Virgin Islands,VGB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Virgin Islands (U.S.),VIR,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Vietnam,VNM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,2,0,2,16,17,25,49,193,270,659,929,1234,1080,1107,1205,1234,1142,1072,1328,1767,1970,2641,2995,2632,3276,3260,3423,3552,3960,4451,4668,4790,5425,6800,6674,0,0,
+
+Vanuatu,VUT,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+World,WLD,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,270700,272700,282500,294800,309000,309800,287200,307900,294100,305800,345000,380800,426100,458500,477200,502700,560400,555000,559100,601600,664400,716500,749700,767800,709500,760500,792900,836800,855400,880700,913700,909800,917900,947000,994300,972300,0,0,
+
+Samoa,WSM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,4,0,0,0,0,0,2,0,0,0,2,3,0,0,0,0,0,0,7,2,0,0,11,0,0,0,0,0,0,99,3,0,0,0,1,2,0,0,
+
+Kosovo,XKX,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Yemen, Rep.,YEM,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16,30,22,18,19,13,27,23,34,24,0,0,55,37,49,37,24,25,16,13,0,15,8,0,
+
+South Africa,ZAF,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5024,5694,6585,5479,6275,5849,5046,4844,4905,4842,4943,4654,4423,4282,4968,5482,6115,6917,7190,3002,2400,5427,5617,5303,5833,6001,6739,7402,7081,5913,5562,6589,6836,6657,6750,6608,6506,6816,6258,6347,6146,0,0,
+
+Zambia,ZMB,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,113,107,91,91,79,105,108,99,74,50,50,47,64,60,0,39,36,0,0,34,0,25,6,10,27,22,9,20,17,9,12,21,31,26,25,12,18,10,13,21,11,0,0,
+
+Zimbabwe,ZWE,Patent applications - nonresidents,IP.PAT.NRES,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,281,274,230,237,191,205,206,200,144,138,159,128,161,136,0,125,122,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,5,0,0,0,0,0,0,
+
diff --git a/Blogpost_IRIS/final_file_PAT_Res.csv b/Blogpost_IRIS/final_file_PAT_Res.csv
new file mode 100644
index 00000000..25f15c56
--- /dev/null
+++ b/Blogpost_IRIS/final_file_PAT_Res.csv
@@ -0,0 +1,314 @@
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+
+Bosnia and Herzegovina,BIH,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,23,31,52,0,32,50,66,55,0,59,0,56,43,2,7,41,0,60,87,84,45,50,0,0,
+
+Belarus,BLR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,828,683,624,698,752,910,993,994,930,895,1082,1065,1166,1188,1405,1510,1753,1759,1725,1681,1489,652,543,455,434,453,298,317,0,0,
+
+Belize,BLZ,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
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+Barbados,BRB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,3,1,0,0,0,0,3,1,0,0,0,0,0,29,0,0,
+
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+
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+
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+
+Canada,CAN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1648,2164,2000,2017,2026,2092,2161,2527,2772,3031,2549,2182,2807,3623,2480,2431,2583,3344,3809,4061,4187,3963,3959,3929,5231,5183,5522,4998,5061,5067,4550,4754,4709,4567,4198,4277,4078,4053,4349,4238,4452,0,0,
+
+Central Europe and the Baltics,CEB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Switzerland,CHE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4049,3712,3845,3817,3393,3191,3199,3298,3236,3247,2987,2949,3068,2999,3033,2890,2504,2408,2025,1916,2083,1859,1827,1831,1742,1643,1740,1692,1594,1684,1622,1597,1480,1525,1480,1477,1462,1337,1283,1369,1384,0,0,
+
+Channel Islands,CHI,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Chile,CHL,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,140,92,96,96,105,122,96,108,111,135,169,151,178,155,219,171,176,161,207,204,241,246,391,329,382,361,291,403,531,343,328,339,336,340,452,443,386,425,406,438,372,0,0,
+
+China,CHN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4065,3494,3975,4780,4749,5832,7372,10022,12084,11191,10011,11628,12672,13751,15626,25346,30038,39806,56769,65786,93485,122318,153060,194579,229096,293066,415829,535313,704936,801135,968252,1204981,1245709,1393815,1243568,1344817,0,0,
+
+Cote d'Ivoire,CIV,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,26,0,0,0,0,0,0,0,0,0,0,
+
+Cameroon,CMR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Congo, Dem. Rep.,COD,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,44,42,72,0,
+
+Congo, Rep.,COG,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Colombia,COL,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,43,39,0,82,69,72,81,52,85,90,0,85,120,138,124,141,87,80,161,68,75,65,54,82,76,99,142,128,126,128,133,183,213,251,260,321,545,595,415,422,369,0,0,
+
+Comoros,COM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Cabo Verde,CPV,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,3,0,1,0,0,
+
+Costa Rica,CRI,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,30,41,39,16,24,16,11,10,10,13,15,63,18,27,32,25,23,25,22,31,28,21,23,33,26,17,22,20,24,16,8,13,9,18,15,17,9,19,8,16,12,0,0,
+
+Caribbean small states,CSS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Cuba,CUB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,129,122,183,166,214,0,0,0,0,0,0,0,1,1,121,104,83,109,0,110,0,0,0,0,0,105,94,74,69,59,0,62,38,27,24,0,32,29,29,27,33,0,0,
+
+Curacao,CUW,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Cayman Islands,CYM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Cyprus,CYP,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,2,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,9,20,0,3,11,6,4,0,4,2,4,6,3,8,4,4,2,0,0,
+
+Czechia,CZE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,893,756,626,614,579,624,596,555,568,526,625,623,586,641,716,712,789,868,783,867,984,910,880,792,794,678,765,673,0,0,
+
+Germany,DEU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,28683,29841,30668,31658,31984,32202,32169,31597,31912,31171,30724,32256,33919,34752,36715,38103,42322,44438,46523,50029,51736,49989,47598,47818,48448,48367,48012,47853,49240,47859,47047,46986,46620,47353,48154,47384,48480,47785,46617,46632,42260,0,0,
+
+Djibouti,DJI,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,
+
+Dominica,DMA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Denmark,DNK,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,964,1085,1095,1167,966,856,958,1007,1197,1120,1218,1061,1204,1159,1274,1234,1309,1319,1543,1656,1730,1757,1815,1772,1877,1658,1503,1660,1634,1518,1626,1574,1406,1341,1377,1462,1552,1490,1262,1351,1261,0,0,
+
+Dominican Republic,DOM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,25,0,0,14,0,0,0,0,0,0,0,0,0,0,0,0,0,5,11,11,18,24,8,15,34,8,17,15,15,19,12,16,25,28,20,17,23,10,0,0,
+
+Algeria,DZA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,14,14,30,30,0,0,0,5,4,6,6,10,8,27,28,50,34,42,36,32,51,43,30,58,59,58,84,0,0,76,94,119,118,94,89,106,149,152,113,163,0,0,
+
+East Asia & Pacific (excluding high income),EAP,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Early-demographic dividend,EAR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+East Asia & Pacific,EAS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,174842,8816,9335,237536,266660,282371,298506,321054,320456,330514,349337,357989,365512,367734,361691,407756,424249,435329,428311,436757,490611,496382,492283,512027,546382,596811,609378,629917,659377,667812,731535,857546,986823,1146947,1240339,1403980,1638504,1684097,1828229,1679298,1769228,0,0,
+
+Europe & Central Asia (excluding high income),ECA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Europe & Central Asia,ECS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,99430,93973,95118,97368,97815,98000,96472,97601,100976,96217,90542,112316,161722,166245,153787,142426,163870,161961,171753,191401,204843,200690,190235,196039,199480,200131,205797,219661,224231,217062,227012,222070,223012,225391,221770,218330,224785,222576,223725,221382,215964,0,0,
+
+Ecuador,ECU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,35,14,22,24,24,0,27,21,24,26,0,13,23,21,4,8,7,8,0,15,10,7,13,7,14,11,8,4,2,6,4,0,0,7,24,20,45,16,34,29,33,0,0,
+
+Egypt, Arab Rep.,EGY,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,76,59,53,88,128,168,142,170,190,186,278,308,301,328,308,408,504,0,494,536,534,464,627,493,382,428,0,516,481,490,605,618,683,641,752,718,920,1025,997,1027,978,0,
+
+Euro area,EMU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Gabon,GAB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+United Kingdom,GBR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19612,20808,20530,19893,19093,19672,20040,19945,20536,19732,19310,19230,18848,18727,18384,18630,18184,17938,19530,21333,22050,21423,20624,20426,19178,17833,17484,17375,16523,15985,15490,15343,15370,14972,15196,14867,13876,13301,12865,12061,11990,0,0,
+
+Georgia,GEO,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,365,502,386,287,288,263,277,265,232,254,194,195,249,225,236,248,222,256,183,138,139,114,110,99,96,75,103,85,81,0,0,
+
+Ghana,GHA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,14,15,13,0,12,0,0,
+
+Gibraltar,GIB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Guinea,GIN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Gambia, The,GMB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Guinea-Bissau,GNB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Honduras,HND,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,63,16,4,12,0,12,0,0,6,0,0,0,0,7,10,0,11,8,4,7,7,0,0,0,0,0,0,0,0,2,8,6,0,4,10,4,8,0,0,0,0,
+
+Heavily indebted poor countries (HIPC),HPC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Croatia,HRV,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,479,503,277,265,259,273,267,246,337,362,328,387,385,363,317,344,330,250,257,230,217,230,170,169,175,148,121,195,117,0,0,
+
+Haiti,HTI,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,0,2,1,2,6,4,9,1,0,0,3,0,0,0,0,3,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,2,0,2,0,0,0,0,0,0,0,0,
+
+Hungary,HUN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1601,2124,2344,2760,2869,2904,2847,3229,3262,2657,2477,2210,1497,1139,1162,1096,803,737,690,729,810,919,842,756,748,705,718,689,683,757,649,662,692,642,546,569,616,496,407,427,428,0,0,
+
+IBRD only,IBD,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+IDA & IBRD total,IBT,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+IDA total,IDA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+IDA blend,IDB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Indonesia,IDN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,0,16,40,26,49,32,62,0,113,0,34,67,38,29,61,40,79,93,152,157,212,234,201,227,235,288,284,386,415,508,533,0,663,702,1058,1101,2271,1407,3093,1309,0,0,
+
+IDA only,IDX,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Isle of Man,IMN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+India,IND,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1207,1067,1128,0,1003,982,999,988,1033,1048,1147,1267,1248,1209,1588,1545,1661,1926,2247,2206,2206,2379,2693,3425,4014,4721,5686,6296,6425,7262,8853,8841,9553,10669,12040,12579,13199,14961,16289,19454,23141,0,0,
+
+Not classified,INX,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Ireland,IRL,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,394,461,434,567,651,726,743,719,727,736,734,786,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,79,62,76,58,75,0,0,
+
+Iran, Islamic Rep.,IRN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,169,286,202,213,162,183,0,207,167,141,182,262,225,278,266,278,288,284,337,366,410,691,910,1287,2426,4051,5970,10648,15403,12184,11108,11529,10622,11305,13683,0,14930,15264,11908,11569,11396,0,
+
+Iraq,IRQ,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,19,26,47,33,124,296,199,272,272,247,0,0,149,164,112,76,68,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,335,0,613,653,737,635,
+
+Kuwait,KWT,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,0,1,0,0,0,0,
+
+Latin America & Caribbean (excluding high income),LAC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Lao PDR,LAO,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,5,2,1,0,0,0,0,1,1,1,0,3,1,0,0,0,0,
+
+Lebanon,LBN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,105,80,110,0,0,0,0,0,0,0,
+
+Liberia,LBR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,14,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Libya,LBY,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,10,25,0,15,10,6,12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+St. Lucia,LCA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,3,2,0,0,0,0,
+
+Latin America & Caribbean,LCN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4939,4517,4378,5389,5368,3223,3132,3808,3331,3586,4580,4504,3870,4526,4321,4405,4806,4729,4271,4719,5272,5155,5387,5786,6117,6517,6364,6606,6676,6468,6390,7230,7634,7662,7455,7561,8674,8651,8183,8364,8385,0,0,
+
+Least developed countries: UN classification,LDC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Low income,LIC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,200,200,200,400,300,300,400,400,6100,6600,7300,8200,8700,8700,8500,9000,700,600,700,600,600,800,600,600,0,0,
+
+Liechtenstein,LIE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sri Lanka,LKA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,6,12,16,16,28,26,41,26,28,23,33,36,49,36,76,50,81,54,119,71,120,123,95,120,149,153,151,201,202,225,194,0,328,0,218,280,277,343,356,353,0,0,
+
+Lower middle income,LMC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9100,10000,10000,10200,12200,6800,7800,10200,10700,11600,12300,11800,11900,25700,26200,26100,28700,32400,32800,35100,38800,36300,41100,42400,0,0,
+
+Low & middle income,LMY,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Lesotho,LSO,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,1,0,0,0,
+
+Late-demographic dividend,LTE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Lithuania,LTU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,29,134,413,112,106,100,125,134,86,66,68,85,64,70,68,65,62,87,91,108,93,109,117,123,101,95,81,81,90,95,0,0,
+
+Luxembourg,LUX,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,97,109,94,0,58,81,80,69,68,58,41,52,0,73,50,35,52,48,44,24,85,51,41,16,23,24,26,15,48,60,79,85,109,113,128,128,143,156,152,117,129,0,0,
+
+Latvia,LVA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,73,155,179,210,196,162,195,91,98,117,150,91,108,112,114,139,206,240,178,173,193,225,103,136,95,90,86,82,93,0,0,
+
+Macao SAR, China,MAC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,1,3,1,4,4,5,6,2,3,0,1,1,0,3,0,
+
+St. Martin (French part),MAF,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Portugal,PRT,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,92,90,92,91,96,85,77,61,54,86,101,102,69,88,103,81,86,71,96,81,81,107,130,125,123,158,184,250,381,571,499,571,621,647,722,925,724,644,661,703,695,0,0,
+
+Paraguay,PRY,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,10,7,0,0,0,6,16,0,20,30,0,0,0,0,0,0,11,12,11,12,18,24,21,37,13,15,18,0,0,0,0,0,0,0,34,4,14,0,0,
+
+West Bank and Gaza,PSE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Pacific island small states,PSS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Post-demographic dividend,PST,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+French Polynesia,PYF,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Qatar,QAT,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,9,5,0,16,19,0,39,81,0,0,
+
+Romania,ROU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2569,2481,2724,3108,3446,4201,4394,4821,5615,5868,2752,2015,1457,1414,1633,1811,1831,1708,1299,1061,1003,1128,1478,881,937,916,814,827,995,1054,1382,1424,1022,993,952,975,1005,1098,1100,881,817,0,0,
+
+Russian Federation,RUS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,39494,28503,21250,17551,18014,15106,16454,19900,23377,24777,23712,24969,22985,23644,27884,27505,27712,25598,28722,26495,28701,28765,24072,29269,26795,22777,24926,23337,23759,0,0,
+
+Rwanda,RWA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,40,0,5,5,3,4,6,0,0,0,0,
+
+South Asia,SAS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1291,1112,1180,56,1081,1050,1041,1052,1083,1108,1225,1358,1374,1319,1698,1715,1749,2080,2378,2418,2393,2616,2914,3635,4255,5063,5952,6585,6856,7519,9258,9172,9723,11229,12240,13059,13775,15512,17008,20192,23872,0,0,
+
+Saudi Arabia,SAU,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,16,27,21,21,33,28,27,57,45,72,76,46,61,56,81,119,119,128,0,0,288,347,0,491,652,715,1070,909,1078,1188,1294,0,0,
+
+Sudan,SDN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,6,1,2,6,4,6,3,3,340,332,252,249,0,269,0,267,284,281,349,238,153,0,0,
+
+Senegal,SEN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Singapore,SGP,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,0,5,4,4,0,0,0,0,0,0,0,0,0,145,224,288,311,374,516,524,624,626,641,569,626,696,793,750,895,1056,1081,1143,1303,1469,1601,1609,1575,1727,1778,0,0,
+
+Solomon Islands,SLB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sierra Leone,SLE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+El Salvador,SLV,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,0,22,39,31,16,0,0,0,19,10,10,11,10,10,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,4,4,3,1,4,0,0,
+
+San Marino,SMR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,4,7,12,14,14,11,9,0,0,
+
+Somalia,SOM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Serbia,SRB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,473,372,432,395,386,319,290,180,192,201,202,178,192,171,163,168,138,0,0,
+
+Sub-Saharan Africa (excluding high income),SSA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+South Sudan,SSD,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sub-Saharan Africa,SSF,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3141,3393,3071,4307,3930,4122,4782,4993,4937,5178,1175,1136,966,1032,992,1005,908,428,277,221,948,996,1060,1036,1092,1124,935,1023,1318,1219,1181,1200,979,1229,1125,1515,1485,1488,1970,1745,1834,0,0,
+
+Small states,SST,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sao Tome and Principe,STP,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Suriname,SUR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Slovak Republic,SVK,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,282,248,269,195,224,213,213,236,246,259,210,215,155,193,239,167,176,234,224,168,184,211,228,220,183,217,206,206,0,0,
+
+Slovenia,SVN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,21,188,277,286,314,288,266,288,261,307,301,300,310,342,344,287,331,301,373,442,470,0,0,0,0,0,0,255,0,0,0,0,
+
+Sweden,SWE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4106,3914,4087,4283,3969,3840,3685,3521,3260,3147,3108,3154,3291,3760,3953,3941,4111,4130,3972,4142,4224,3926,3358,3025,2768,2522,2446,2527,2549,2186,2196,2004,2288,2332,1984,2038,2032,1992,1838,1802,1764,0,0,
+
+Eswatini,SWZ,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sint Maarten (Dutch part),SXM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Seychelles,SYC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,
+
+Syrian Arab Republic,SYR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,7,4,0,0,0,0,0,0,0,0,0,53,82,67,129,106,116,54,87,247,189,183,213,205,105,124,0,0,0,0,0,0,0,0,198,0,120,103,121,76,0,0,
+
+Turks and Caicos Islands,TCA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Chad,TCD,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+East Asia & Pacific (IDA & IBRD countries),TEA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Europe & Central Asia (IDA & IBRD countries),TEC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Togo,TGO,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Thailand,THA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,26,40,48,49,55,60,68,78,43,73,80,67,110,150,145,203,246,479,738,561,534,615,802,819,891,1040,945,902,1025,1214,927,1020,1572,1006,1029,1098,979,904,865,863,0,0,
+
+Tajikistan,TJK,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,24,35,30,23,37,38,45,83,39,30,32,30,26,0,0,11,7,4,3,2,0,0,0,0,0,1,0,0,0,
+
+Turkmenistan,TKM,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,66,52,41,44,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Latin America & the Caribbean (IDA & IBRD countries),TLA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Timor-Leste,TLS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Middle East & North Africa (IDA & IBRD countries),TMN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Tonga,TON,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+South Asia (IDA & IBRD),TSA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Sub-Saharan Africa (IDA & IBRD countries),TSS,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Trinidad and Tobago,TTO,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7,0,10,0,0,0,0,0,0,0,0,0,13,29,13,24,9,17,0,0,0,0,2,0,3,1,0,2,1,0,0,0,2,0,4,3,3,0,4,1,1,0,0,
+
+Tunisia,TUN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,27,28,0,19,12,14,28,26,20,26,27,26,22,42,39,31,45,41,38,67,47,22,45,35,46,56,77,76,76,105,113,137,150,112,142,180,235,172,180,0,0,0,0,
+
+Turkiye,TUR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,134,157,126,0,153,132,174,138,153,162,138,148,189,169,151,170,189,203,207,276,277,337,414,489,682,928,1072,1810,2221,2555,3180,3885,4434,4392,4766,5352,6230,8175,7156,7871,7920,0,0,
+
+Tuvalu,TUV,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Tanzania,TZA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,
+
+Uganda,UGA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5,12,3,11,6,0,0,0,0,0,10,5,9,16,25,6,14,13,0,0,
+
+Ukraine,UKR,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,309,8687,5355,4804,3636,4688,5319,5401,5620,7208,1601,1635,4090,3538,3474,3440,2825,2434,2556,2649,2491,2856,2457,2271,2233,2283,2107,2097,1361,0,0,
+
+Upper middle income,UMC,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,37000,39600,45700,60000,66900,76000,95600,104800,135300,170400,207000,253900,284200,340900,462100,584600,754800,845100,1018100,1253900,1292700,1441100,1289800,1391200,0,0,
+
+Uruguay,URY,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,70,71,49,40,43,63,39,34,28,23,0,34,39,29,18,35,25,32,27,27,44,52,30,45,37,24,31,35,33,30,23,20,22,0,37,26,0,23,0,0,0,0,0,
+
+United States,USA,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,62098,62404,63316,59391,61841,63673,65195,68315,75192,82370,90643,87955,92425,99955,107233,123962,106892,119214,134733,149251,164795,177513,184245,188941,189536,207867,221784,241347,231588,224912,241977,247750,268782,287831,285096,288335,295327,293904,285095,285113,269586,0,0,
+
+Uzbekistan,UZB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2136,1061,1039,914,815,721,767,755,803,715,931,273,264,323,324,262,238,370,282,257,299,345,288,353,357,470,374,356,0,0,
+
+St. Vincent and the Grenadines,VCT,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+Venezuela, RB,VEN,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,236,176,174,625,875,227,282,312,0,183,262,233,202,186,224,0,182,201,0,0,56,0,67,85,84,121,101,63,51,60,70,61,65,74,55,47,35,96,0,0,0,0,
+
+British Virgin Islands,VGB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,
+
+South Africa,ZAF,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3092,3340,3017,4240,3874,4051,4730,4922,4829,5134,1093,1023,888,904,935,883,757,355,200,138,895,966,983,922,956,1003,866,915,860,822,821,656,608,638,802,889,704,728,657,567,542,0,0,
+
+Zambia,ZMB,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,1,1,1,0,0,0,0,7,3,7,1,7,4,0,4,6,0,0,5,0,6,3,3,1,5,4,19,26,9,5,3,7,13,14,20,15,12,11,2,16,0,0,
+
+Zimbabwe,ZWE,Patent applications - residents,IP.PAT.RESD,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,39,35,41,40,34,38,47,41,38,39,44,60,42,44,0,55,28,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,8,0,0,0,0,0,0,
+
diff --git a/Blogpost_IRIS/first_trialFile.py b/Blogpost_IRIS/first_trialFile.py
new file mode 100644
index 00000000..f770b82c
--- /dev/null
+++ b/Blogpost_IRIS/first_trialFile.py
@@ -0,0 +1,18 @@
+import pandas as pd
+
+# Read the CSV file
+df = pd.read_csv('C:/Users/SPECTRE/anaconda3/blog.datathinking.org/Blogpost_IRIS/modified_file_PAT_Res.csv', delimiter=',', quotechar='"', quoting=3, skipinitialspace=True)
+
+# Remove leading/trailing spaces from column names
+df.columns = df.columns.str.strip()
+
+# Remove quotation marks from values
+df = df.apply(lambda x: x.str.strip('"'))
+
+# Fill empty values with 0
+df = df.fillna(0)
+
+# Display a sample of the data
+print(df.head())
+
+
diff --git a/Blogpost_IRIS/modified_file_PAT_NRes.csv b/Blogpost_IRIS/modified_file_PAT_NRes.csv
new file mode 100644
index 00000000..7d754a4b
--- /dev/null
+++ b/Blogpost_IRIS/modified_file_PAT_NRes.csv
@@ -0,0 +1,205 @@
+"Country Name""""","Country Code""""","Indicator Name""""","Indicator Code""""","1960""""","1961""""","1962""""","1963""""","1964""""","1965""""","1966""""","1967""""","1968""""","1969""""","1970""""","1971""""","1972""""","1973""""","1974""""","1975""""","1976""""","1977""""","1978""""","1979""""","1980""""","1981""""","1982""""","1983""""","1984""""","1985""""","1986""""","1987""""","1988""""","1989""""","1990""""","1991""""","1992""""","1993""""","1994""""","1995""""","1996""""","1997""""","1998""""","1999""""","2000""""","2001""""","2002""""","2003""""","2004""""","2005""""","2006""""","2007""""","2008""""","2009""""","2010""""","2011""""","2012""""","2013""""","2014""""","2015""""","2016""""","2017""""","2018""""","2019""""","2020""""","2021""""","2022"""
+"Aruba,""ABW"",""Patent applications, nonresidents"",""IP.PAT.NRES"","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","""","
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diff --git a/Blogpost_IRIS/modified_file_PAT_Res.csv b/Blogpost_IRIS/modified_file_PAT_Res.csv
new file mode 100644
index 00000000..7f082fdd
--- /dev/null
+++ b/Blogpost_IRIS/modified_file_PAT_Res.csv
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diff --git a/Blogpost_IRIS/proov4.py b/Blogpost_IRIS/proov4.py
new file mode 100644
index 00000000..3c40483a
--- /dev/null
+++ b/Blogpost_IRIS/proov4.py
@@ -0,0 +1,11 @@
+import pandas as pd
+with open(r'PAT_Nres.csv', 'r') as infile, \
+     open(r'PAT_Nres.csv', 'w') as outfile:
+    data = infile.read()
+    data = data.replace("\"", "")
+    outfile.write(data)
+# Read the modified file
+df = pd.read_csv('PAT_Nres.csv')
+# Print the table
+print(df[43:50])
+
diff --git a/modified_file_SUIC.csv b/modified_file_SUIC.csv
new file mode 100644
index 00000000..b8b10310
--- /dev/null
+++ b/modified_file_SUIC.csv
@@ -0,0 +1 @@
+"""Country Name","Country Code""""","Indicator Name""""","Indicator Code""""","1960""""","1961""""","1962""""","1963""""","1964""""","1965""""","1966""""","1967""""","1968""""","1969""""","1970""""","1971""""","1972""""","1973""""","1974""""","1975""""","1976""""","1977""""","1978""""","1979""""","1980""""","1981""""","1982""""","1983""""","1984""""","1985""""","1986""""","1987""""","1988""""","1989""""","1990""""","1991""""","1992""""","1993""""","1994""""","1995""""","1996""""","1997""""","1998""""","1999""""","2000""""","2001""""","2002""""","2003""""","2004""""","2005""""","2006""""","2007""""","2008""""","2009""""","2010""""","2011""""","2012""""","2013""""","2014""""","2015""""","2016""""","2017""""","2018""""","2019""""","2020""""","2021""""","2022"""""