From 7f8d8c93a4bd2a81580fb3c9c6a97b7db7ca62cc Mon Sep 17 00:00:00 2001
From: Quinn McNamara <quinten.mcnamara@gmail.com>
Date: Mon, 23 Sep 2024 14:38:49 -0700
Subject: [PATCH] E22 normalization for 4483589 (#49)

---
 .../transcripts/nlp_references/4483589.nlp    |   580 +-
 .../normalizations/4483589.norm.json          | 16936 ++++++++++++++++
 2 files changed, 17224 insertions(+), 292 deletions(-)
 create mode 100644 earnings22/transcripts/normalizations/4483589.norm.json

diff --git a/earnings22/transcripts/nlp_references/4483589.nlp b/earnings22/transcripts/nlp_references/4483589.nlp
index ffc6f10..e8ba80a 100644
--- a/earnings22/transcripts/nlp_references/4483589.nlp
+++ b/earnings22/transcripts/nlp_references/4483589.nlp
@@ -66,7 +66,7 @@ you|0|||||LC|[]
 over|0|||||LC|[]
 to|0|||||LC|[]
 Robert|0|||||UC|[]
-<inaudible>|0|||||LC|[]
+<inaudible>|0|||||N/A|[]
 from|0|||||LC|[]
 investor|0|||||LC|[]
 relations|0|||||LC|[]
@@ -93,13 +93,13 @@ quarter|1|||||LC|[]
 and|1|||||LC|[]
 full|1|||||LC|[]
 year|1|||||LC|[]
-2021|1|||||CA|['5:YEAR']
+2021|1|||||N/A|['5:YEAR']
 results|1|||.||LC|[]
 In|1|||||UC|[]
 a|1|||||LC|[]
 moment|1|||,||LC|[]
 Oliver|1|||||UC|[]
-<inaudible>|1|||||LC|[]
+<inaudible>|1|||||N/A|[]
 will|1|||||LC|[]
 take|1|||||LC|[]
 you|1|||||LC|[]
@@ -111,7 +111,7 @@ financial|1|||||LC|[]
 update|1|||||LC|[]
 with|1|||||LC|[]
 the|1|||||LC|[]
-2021|1|||||CA|['6:YEAR']
+2021|1|||||N/A|['6:YEAR']
 highlights|1|||.||LC|[]
 As|1|||||UC|[]
 always|1|||,||LC|[]
@@ -190,7 +190,7 @@ quarter|2|||||LC|[]
 and|2|||||LC|[]
 full|2|||||LC|[]
 year|2|||||LC|[]
-2021|2|||||CA|['43:YEAR']
+2021|2|||||N/A|['43:YEAR']
 results|2|||.||LC|[]
 I|2|||||CA|['249:CONTRACTION']
 will|2|||||LC|['249:CONTRACTION']
@@ -246,7 +246,7 @@ back|2|||||LC|[]
 from|2|||||LC|[]
 our|2|||||LC|[]
 perspective|2|||.||LC|[]
-2021|2|||||CA|['44:YEAR']
+2021|2|||||N/A|['44:YEAR']
 was|2|||||LC|[]
 marked|2|||||LC|[]
 by|2|||||LC|[]
@@ -379,7 +379,7 @@ acquisition|2|||||LC|[]
 of|2|||||LC|[]
 Upskill|2|||||UC|[]
 and|2|||||LC|[]
-<unk>|2|||,||LC|[]
+<unk>|2|||,||N/A|[]
 both|2|||||LC|[]
 leading|2|||||LC|[]
 players|2|||||LC|[]
@@ -478,7 +478,7 @@ Our|2|||||UC|[]
 strong|2|||||LC|[]
 development|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||,||CA|['45:YEAR']
+2021|2|||,||N/A|['45:YEAR']
 combined|2|||||LC|[]
 with|2|||||LC|[]
 our|2|||||LC|[]
@@ -515,7 +515,7 @@ program|2|||||LC|[]
 of|2|||||LC|[]
 up|2|||||LC|[]
 to|2|||||LC|[]
-300|2|||||CA|['131:CARDINAL']
+300|2|||||N/A|['131:CARDINAL']
 million|2|||||LC|[]
 Euro|2|||,||UC|[]
 uh|2|||,||LC|[]
@@ -523,7 +523,7 @@ or|2|||||LC|[]
 a|2|||||LC|[]
 maximum|2|||||LC|[]
 of|2|||||LC|[]
-20|2|||||CA|['132:CARDINAL']
+20|2|||||N/A|['132:CARDINAL']
 million|2|||||LC|[]
 shares|2|||||LC|[]
 which|2|||||LC|[]
@@ -531,7 +531,7 @@ is|2|||||LC|[]
 equivalent|2|||||LC|[]
 to|2|||||LC|[]
 nearly|2|||||LC|[]
-10%|2|||||LC|['24:PERCENT']
+10%|2|||||N/A|['24:PERCENT']
 of|2|||||LC|[]
 our|2|||||LC|[]
 outstanding|2|||||LC|[]
@@ -541,7 +541,7 @@ should|2|||||LC|[]
 be|2|||||LC|[]
 completed|2|||||LC|[]
 within|2|||||LC|[]
-2022|2|||.||CA|['46:YEAR']
+2022|2|||.||N/A|['46:YEAR']
 Uh|2|||,||UC|[]
 Stefan|2|||||UC|[]
 will|2|||||LC|[]
@@ -570,7 +570,7 @@ and|2|||||LC|[]
 the|2|||||LC|[]
 fiscal|2|||||LC|[]
 year|2|||||LC|[]
-2021|2|||||CA|['47:YEAR']
+2021|2|||||N/A|['47:YEAR']
 at|2|||||LC|[]
 a|2|||||LC|[]
 glance|2|||.||LC|[]
@@ -599,13 +599,13 @@ increased|2|||||LC|[]
 total|2|||||LC|[]
 billings|2|||||LC|[]
 by|2|||||LC|[]
-19%|2|||||LC|['25:PERCENT']
+19%|2|||||N/A|['25:PERCENT']
 year|2|||||LC|[]
 on|2|||||LC|[]
 year|2|||||LC|[]
 to|2|||,||LC|[]
 uh|2|||,||LC|[]
-548|2|||||CA|['137:CARDINAL']
+548|2|||||N/A|['137:CARDINAL']
 million|2|||||LC|[]
 Euro|2|||||UC|[]
 with|2|||||LC|[]
@@ -645,17 +645,17 @@ a|2|||||LC|[]
 growth|2|||||LC|[]
 rate|2|||||LC|[]
 of|2|||||LC|[]
-75%|2|||||LC|['26:PERCENT']
+75%|2|||||N/A|['26:PERCENT']
 and|2|||||LC|[]
 billings|2|||||LC|[]
 of|2|||||LC|[]
 almost|2|||||LC|[]
-100|2|||||CA|['139:CARDINAL']
+100|2|||||N/A|['139:CARDINAL']
 million|2|||||LC|[]
 in|2|||||LC|[]
 the|2|||||LC|[]
 last|2|||||LC|[]
-12|2|||||CA|['140:CARDINAL']
+12|2|||||N/A|['140:CARDINAL']
 months|2|||,||LC|[]
 the|2|||||LC|[]
 enterprise|2|||||LC|[]
@@ -673,14 +673,13 @@ At|2|||||UC|[]
 the|2|||||LC|[]
 end|2|||||LC|[]
 of|2|||||LC|[]
-'|2|||||LC|[]
-21|2|||,||CA|['141:CARDINAL']
+21|2|||,||N/A|['141:CARDINAL']
 the|2|||||LC|[]
 enterprise|2|||||LC|[]
 business|2|||||LC|[]
 accounted|2|||||LC|[]
 for|2|||||LC|[]
-17%|2|||||LC|['27:PERCENT']
+17%|2|||||N/A|['27:PERCENT']
 of|2|||||LC|[]
 total|2|||||LC|[]
 billings|2|||.||LC|[]
@@ -698,7 +697,7 @@ fourth|2|||||LC|[]
 quarter|2|||||LC|[]
 significantly|2|||||LC|[]
 to|2|||||LC|[]
-105%|2|||||LC|['28:PERCENT']
+105%|2|||||N/A|['28:PERCENT']
 after|2|||||LC|[]
 a|2|||||LC|[]
 notable|2|||||LC|[]
@@ -708,7 +707,7 @@ the|2|||||LC|[]
 first|2|||||LC|[]
 half|2|||||LC|[]
 of|2|||||LC|[]
-2021|2|||,||CA|['48:YEAR']
+2021|2|||,||N/A|['48:YEAR']
 with|2|||||LC|[]
 that|2|||||LC|[]
 retention|2|||||LC|[]
@@ -727,11 +726,11 @@ net|2|||||LC|[]
 retention|2|||||LC|[]
 rate|2|||||LC|[]
 of|2|||||LC|[]
-98%|2|||||LC|['29:PERCENT']
+98%|2|||||N/A|['29:PERCENT']
 over|2|||||LC|[]
 the|2|||||LC|[]
 past|2|||||LC|[]
-12|2|||||CA|['146:CARDINAL']
+12|2|||||N/A|['146:CARDINAL']
 months|2|||,||LC|[]
 underlying|2|||||LC|[]
 our|2|||||LC|[]
@@ -753,12 +752,12 @@ rate|2|||||LC|[]
 further|2|||||LC|[]
 improved|2|||||LC|[]
 to|2|||||LC|[]
-14%|2|||||LC|['30:PERCENT']
+14%|2|||||N/A|['30:PERCENT']
 compared|2|||||LC|[]
 to|2|||||LC|[]
-15.1%|2|||||LC|['31:PERCENT']
+15.1%|2|||||N/A|['31:PERCENT']
 in|2|||||LC|[]
-2020|2|||.||CA|['50:YEAR']
+2020|2|||.||N/A|['50:YEAR']
 This|2|||||UC|[]
 confirms|2|||||LC|[]
 our|2|||||LC|[]
@@ -788,20 +787,20 @@ year|2|||||LC|[]
 end|2|||,||LC|[]
 we|2|||||LC|[]
 counted|2|||||LC|[]
-627,000|2|||||LC|['150:CARDINAL']
+627,000|2|||||N/A|['150:CARDINAL']
 subscribers|2|||,||LC|[]
 which|2|||||LC|[]
 is|2|||||LC|[]
 an|2|||||LC|[]
 increase|2|||||LC|[]
 of|2|||||LC|[]
-7%|2|||||LC|['32:PERCENT']
+7%|2|||||N/A|['32:PERCENT']
 compared|2|||||LC|[]
 to|2|||||LC|[]
-2020|2|||||CA|['51:YEAR']
+2020|2|||||N/A|['51:YEAR']
 or|2|||||LC|[]
 roughly|2|||||LC|[]
-43,000|2|||||LC|['153:CARDINAL']
+43,000|2|||||N/A|['153:CARDINAL']
 more|2|||||LC|[]
 subscribers|2|||.||LC|[]
 Furthermore|2|||,||UC|[]
@@ -820,7 +819,7 @@ Now|2|||||UC|[]
 let's|2|||||LC|[]
 look|2|||||LC|[]
 at|2|||||LC|[]
-2021|2|||||CA|['52:YEAR']
+2021|2|||||N/A|['52:YEAR']
 in|2|||||LC|[]
 more|2|||||LC|[]
 depth|2|||.||LC|[]
@@ -843,7 +842,7 @@ businesses|2|||||LC|[]
 have|2|||||LC|[]
 developed|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||.||CA|['53:YEAR']
+2021|2|||.||N/A|['53:YEAR']
 Before|2|||||UC|[]
 we|2|||||LC|[]
 then|2|||||LC|[]
@@ -885,9 +884,9 @@ services|2|||||LC|[]
 of|2|||||LC|[]
 at|2|||||LC|[]
 least|2|||||LC|[]
-10,000|2|||||LC|['156:CARDINAL']
+10,000|2|||||N/A|['156:CARDINAL']
 Euro|2|||||UC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 a|2|||||LC|[]
 month|2|||.||LC|[]
 Customers|2|||||UC|[]
@@ -920,11 +919,11 @@ year|2|||||LC|[]
 on|2|||||LC|[]
 year|2|||||LC|[]
 by|2|||||LC|[]
-88|2|||||CA|['160:CARDINAL']
+88|2|||||N/A|['160:CARDINAL']
 million|2|||||LC|[]
 to|2|||||LC|[]
-548|2|||,||CA|['161:CARDINAL']
-2021|2|||.||CA|['54:YEAR']
+548|2|||,||N/A|['161:CARDINAL']
+2021|2|||.||N/A|['54:YEAR']
 Although|2|||||UC|[]
 our|2|||||LC|[]
 SMB|2|||||CA|['89:ABBREVIATION']
@@ -947,13 +946,13 @@ material|2|||.||LC|[]
 It|2|||||UC|[]
 contributed|2|||||LC|[]
 only|2|||||LC|[]
-26%|2|||||LC|['33:PERCENT']
+26%|2|||||N/A|['33:PERCENT']
 of|2|||||LC|[]
 the|2|||||LC|[]
 overall|2|||||LC|[]
 growth|2|||||LC|[]
 in|2|||||LC|[]
-2020|2|||.||CA|['55:YEAR']
+2020|2|||.||N/A|['55:YEAR']
 And|2|||||UC|[]
 now|2|||||LC|[]
 almost|2|||||LC|[]
@@ -962,7 +961,7 @@ of|2|||||LC|[]
 the|2|||||LC|[]
 growth|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||.||CA|['56:YEAR']
+2021|2|||.||N/A|['56:YEAR']
 This|2|||||UC|[]
 underpins|2|||||LC|[]
 our|2|||||LC|[]
@@ -999,7 +998,7 @@ billings|2|||||LC|[]
 growth|2|||||LC|[]
 rates|2|||||LC|[]
 throughout|2|||||LC|[]
-2021|2|||||CA|['57:YEAR']
+2021|2|||||N/A|['57:YEAR']
 and|2|||||LC|[]
 actually|2|||||LC|[]
 accelerated|2|||||LC|[]
@@ -1025,7 +1024,7 @@ the|2|||||LC|[]
 first|2|||||LC|[]
 quarter|2|||||LC|[]
 of|2|||||LC|[]
-2021|2|||.||CA|['58:YEAR']
+2021|2|||.||N/A|['58:YEAR']
 For|2|||||UC|[]
 the|2|||||LC|[]
 year|2|||||LC|[]
@@ -1037,7 +1036,7 @@ enterprise|2|||||LC|[]
 business|2|||||LC|[]
 grew|2|||||LC|[]
 by|2|||||LC|[]
-75%|2|||.||LC|['34:PERCENT']
+75%|2|||.||N/A|['34:PERCENT']
 The|2|||||UC|[]
 SMB|2|||||CA|['91:ABBREVIATION']
 business|2|||||LC|[]
@@ -1049,10 +1048,10 @@ the|2|||||LC|[]
 fourth|2|||||LC|[]
 quarter|2|||||LC|[]
 with|2|||||LC|[]
-9%|2|||,||LC|['35:PERCENT']
+9%|2|||,||N/A|['35:PERCENT']
 uh|2|||,||LC|[]
 and|2|||||LC|[]
-12%|2|||||LC|['36:PERCENT']
+12%|2|||||N/A|['36:PERCENT']
 for|2|||||LC|[]
 the|2|||||LC|[]
 year|2|||,||LC|[]
@@ -1125,7 +1124,7 @@ few|2|||||LC|[]
 slides|2|||,||LC|[]
 uh|2|||,||LC|[]
 slide|2|||||LC|[]
-7|2|||||CA|['171:CARDINAL']
+7|2|||||N/A|['171:CARDINAL']
 now|2|||.||LC|[]
 Uh|2|||,||UC|[]
 I|2|||||CA|[]
@@ -1142,7 +1141,7 @@ customers|2|||.||LC|[]
 In|2|||||UC|[]
 the|2|||||LC|[]
 past|2|||||LC|[]
-12|2|||||CA|['172:CARDINAL']
+12|2|||||N/A|['172:CARDINAL']
 months|2|||||LC|[]
 the|2|||||LC|[]
 number|2|||||LC|[]
@@ -1151,10 +1150,10 @@ enterprise|2|||||LC|[]
 customers|2|||||LC|[]
 grew|2|||||LC|[]
 by|2|||||LC|[]
-44%|2|||||LC|['37:PERCENT']
+44%|2|||||N/A|['37:PERCENT']
 to|2|||||LC|[]
 now|2|||||LC|[]
-2712|2|||,||CA|['59:YEAR']
+2712|2|||,||N/A|['59:YEAR']
 particularly|2|||||LC|[]
 in|2|||||LC|[]
 the|2|||||LC|[]
@@ -1299,9 +1298,9 @@ enterprise|2|||||LC|[]
 billings|2|||.||LC|[]
 Uh|2|||,||UC|[]
 up|2|||||LC|[]
-75%|2|||||LC|['38:PERCENT']
+75%|2|||||N/A|['38:PERCENT']
 in|2|||||LC|[]
-2021|2|||||CA|['60:YEAR']
+2021|2|||||N/A|['60:YEAR']
 we|2|||||LC|[]
 were|2|||||LC|[]
 able|2|||||LC|[]
@@ -1312,7 +1311,7 @@ enterprise|2|||||LC|[]
 business|2|||||LC|[]
 to|2|||||LC|[]
 nearly|2|||||LC|[]
-100|2|||||CA|['177:CARDINAL']
+100|2|||||N/A|['177:CARDINAL']
 million|2|||||LC|[]
 Euro|2|||||UC|[]
 and|2|||||LC|[]
@@ -1330,11 +1329,11 @@ to|2|||,||LC|[]
 for|2|||||LC|[]
 example|2|||,||LC|[]
 around|2|||||LC|[]
-17|2|||||CA|['178:CARDINAL']
+17|2|||||N/A|['178:CARDINAL']
 million|2|||||LC|[]
 Euro|2|||||UC|[]
 in|2|||||LC|[]
-2019|2|||.||CA|['61:YEAR']
+2019|2|||.||N/A|['61:YEAR']
 This|2|||||UC|[]
 success|2|||||LC|[]
 is|2|||||LC|[]
@@ -1375,7 +1374,7 @@ contract|2|||||LC|[]
 value|2|||||LC|[]
 packet|2|||||LC|[]
 above|2|||||LC|[]
-200,000|2|||||LC|['180:CARDINAL']
+200,000|2|||||N/A|['180:CARDINAL']
 Euro|2|||||UC|[]
 increased|2|||||LC|[]
 by|2|||||LC|[]
@@ -1384,20 +1383,20 @@ percentage|2|||||LC|[]
 points|2|||||LC|[]
 compared|2|||||LC|[]
 to|2|||||LC|[]
-2020|2|||||CA|['62:YEAR']
+2020|2|||||N/A|['62:YEAR']
 and|2|||||LC|[]
 our|2|||||LC|[]
 smallest|2|||||LC|[]
 packet|2|||||LC|[]
-10,000|2|||||LC|['182:CARDINAL']
+10,000|2|||||N/A|['182:CARDINAL']
 to|2|||||LC|[]
-50,000|2|||||LC|['183:CARDINAL']
+50,000|2|||||N/A|['183:CARDINAL']
 Euro|2|||||UC|[]
 ACV|2|||||CA|['95:ABBREVIATION']
 contracts|2|||||LC|[]
 declined|2|||||LC|[]
 by|2|||||LC|[]
-11|2|||||CA|['184:CARDINAL']
+11|2|||||N/A|['184:CARDINAL']
 percentage|2|||||LC|[]
 points|2|||.||LC|[]
 So|2|||||UC|[]
@@ -1470,7 +1469,7 @@ among|2|||||LC|[]
 the|2|||||LC|[]
 highlights|2|||||LC|[]
 in|2|||||LC|[]
-2001|2|||,||CA|['63:YEAR']
+2001|2|||,||N/A|['63:YEAR']
 underlining|2|||||LC|[]
 our|2|||||LC|[]
 strong|2|||||LC|[]
@@ -1493,8 +1492,8 @@ technology|2|||||LC|[]
 partners|2|||||LC|[]
 such|2|||||LC|[]
 as|2|||||LC|[]
-<inaudible>|2|||,||LC|[]
-<unk>|2|||||LC|[]
+<inaudible>|2|||,||N/A|[]
+<unk>|2|||||N/A|[]
 or|2|||||LC|[]
 NSS|2|||.||CA|['97:ABBREVIATION']
 Those|2|||||UC|[]
@@ -1663,7 +1662,7 @@ controlled|2|||||LC|[]
 and|2|||||LC|[]
 therefore|2|||||LC|[]
 really|2|||||LC|[]
-100%|2|||||LC|['39:PERCENT']
+100%|2|||||N/A|['39:PERCENT']
 hands|2|||||LC|[]
 free|2|||.||LC|[]
 As|2|||||UC|[]
@@ -1764,7 +1763,7 @@ adjacent|2|||||LC|[]
 industries|2|||.||LC|[]
 On|2|||||UC|[]
 slide|2|||||LC|[]
-11|2|||,||CA|['193:CARDINAL']
+11|2|||,||N/A|['193:CARDINAL']
 let|2|||||LC|['263:CONTRACTION']
 me|2|||||LC|['263:CONTRACTION']
 demonstrate|2|||||LC|[]
@@ -1817,7 +1816,7 @@ out|2|||||LC|[]
 across|2|||||LC|[]
 more|2|||||LC|[]
 than|2|||||LC|[]
-400|2|||||CA|['194:CARDINAL']
+400|2|||||N/A|['194:CARDINAL']
 Ford|2|||||UC|[]
 dealers|2|||||LC|[]
 worldwide|2|||,||LC|[]
@@ -1854,7 +1853,7 @@ is|2|||||LC|[]
 our|2|||||LC|[]
 cooperation|2|||||LC|[]
 with|2|||||LC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 Austria|2|||,||UC|[]
 which|2|||||LC|[]
 is|2|||||LC|[]
@@ -1872,7 +1871,7 @@ Europe|2|||.||UC|[]
 Together|2|||||UC|[]
 with|2|||||LC|[]
 TeamViewer|2|||||MC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 bank|2|||||LC|[]
 enabled|2|||||LC|[]
 its|2|||||LC|[]
@@ -1957,11 +1956,11 @@ through|2|||||LC|[]
 the|2|||||LC|[]
 acquisition|2|||||LC|[]
 of|2|||||LC|[]
-<unk>|2|||||LC|[]
+<unk>|2|||||N/A|[]
 also|2|||||LC|[]
 in|2|||||LC|[]
 early|2|||||LC|[]
-2021|2|||.||CA|['64:YEAR']
+2021|2|||.||N/A|['64:YEAR']
 The|2|||||UC|[]
 last|2|||||LC|[]
 great|2|||||LC|[]
@@ -1977,13 +1976,13 @@ uh|2|||,||LC|[]
 shown|2|||||LC|[]
 on|2|||||LC|[]
 slide|2|||||LC|[]
-13|2|||.||CA|['205:CARDINAL']
+13|2|||.||N/A|['205:CARDINAL']
 Uh|2|||,||UC|[]
 recently|2|||,||LC|[]
 we|2|||||LC|[]
 started|2|||||LC|[]
 working|2|||||LC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 with|2|||||LC|[]
 ABB|2|||,||CA|['102:ABBREVIATION']
 one|2|||||LC|[]
@@ -2111,7 +2110,7 @@ the|2|||||LC|[]
 SMB|2|||||CA|['105:ABBREVIATION']
 business|2|||,||LC|[]
 page|2|||||LC|[]
-14|2|||.||CA|['209:CARDINAL']
+14|2|||.||N/A|['209:CARDINAL']
 Um|2|||,||UC|[]
 take|2|||||LC|[]
 a|2|||||LC|[]
@@ -2125,7 +2124,7 @@ recorded|2|||||LC|[]
 the|2|||||LC|[]
 growth|2|||||LC|[]
 of|2|||||LC|[]
-12%|2|||||LC|['40:PERCENT']
+12%|2|||||N/A|['40:PERCENT']
 year|2|||||LC|[]
 on|2|||||LC|[]
 year|2|||||LC|[]
@@ -2135,7 +2134,7 @@ amounting|2|||||LC|[]
 to|2|||||LC|[]
 billings|2|||||LC|[]
 of|2|||||LC|[]
-455|2|||||CA|['211:CARDINAL']
+455|2|||||N/A|['211:CARDINAL']
 million|2|||||LC|[]
 and|2|||||LC|[]
 several|2|||||LC|[]
@@ -2188,9 +2187,9 @@ largest|2|||||LC|[]
 ACV|2|||||CA|['108:ABBREVIATION']
 packet|2|||,||LC|[]
 uh|2|||,||LC|[]
-1500|2|||||CA|['65:YEAR']
+1500|2|||||N/A|['65:YEAR']
 to|2|||||LC|[]
-10,000|2|||||LC|['213:CARDINAL']
+10,000|2|||||N/A|['213:CARDINAL']
 Euros|2|||||UC|[]
 showed|2|||||LC|[]
 the|2|||||LC|[]
@@ -2207,7 +2206,7 @@ an|2|||||LC|[]
 increase|2|||||LC|[]
 of|2|||||LC|[]
 almost|2|||||LC|[]
-10|2|||||CA|['214:CARDINAL']
+10|2|||||N/A|['214:CARDINAL']
 percentage|2|||||LC|[]
 points|2|||.||LC|[]
 Secondly|2|||,||UC|[]
@@ -2241,11 +2240,11 @@ the|2|||||LC|[]
 fourth|2|||||LC|[]
 quarter|2|||||LC|[]
 of|2|||||LC|[]
-2021|2|||,||CA|['66:YEAR']
+2021|2|||,||N/A|['66:YEAR']
 the|2|||||LC|[]
 ASP|2|||||CA|['110:ABBREVIATION']
 counted|2|||||LC|[]
-728|2|||||CA|['216:CARDINAL']
+728|2|||||N/A|['216:CARDINAL']
 Euro|2|||.||UC|[]
 And|2|||||UC|[]
 thirdly|2|||,||LC|[]
@@ -2261,13 +2260,13 @@ one|2|||||LC|[]
 percentage|2|||||LC|[]
 points|2|||||LC|[]
 to|2|||||LC|[]
-14.1%|2|||||LC|['41:PERCENT']
+14.1%|2|||||N/A|['41:PERCENT']
 in|2|||||LC|[]
 Q4|2|||||CA|['82:ALPHANUMERIC']
 compared|2|||||LC|[]
 to|2|||||LC|[]
 Q4|2|||,||CA|['83:ALPHANUMERIC']
-2020|2|||.||CA|['67:YEAR']
+2020|2|||.||N/A|['67:YEAR']
 And|2|||||UC|[]
 again|2|||,||LC|[]
 SMB|2|||||CA|['112:ABBREVIATION']
@@ -2286,7 +2285,7 @@ enterprise|2|||||LC|[]
 business|2|||.||LC|[]
 More|2|||||UC|[]
 than|2|||||LC|[]
-10|2|||||CA|['219:CARDINAL']
+10|2|||||N/A|['219:CARDINAL']
 million|2|||||LC|[]
 Euros|2|||||UC|[]
 of|2|||||LC|[]
@@ -2295,7 +2294,7 @@ incremental|2|||||LC|[]
 enterprise|2|||||LC|[]
 billings|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||||CA|['68:YEAR']
+2021|2|||||N/A|['68:YEAR']
 are|2|||||LC|[]
 actually|2|||||LC|[]
 coming|2|||||LC|[]
@@ -2314,7 +2313,7 @@ bottom|2|||||LC|[]
 right|2|||,||LC|[]
 we|2|||||LC|[]
 counted|2|||||LC|[]
-624,000|2|||||LC|['221:CARDINAL']
+624,000|2|||||N/A|['221:CARDINAL']
 SMB|2|||||CA|['114:ABBREVIATION']
 subscribers|2|||||LC|[]
 at|2|||||LC|[]
@@ -2323,12 +2322,12 @@ end|2|||||LC|[]
 of|2|||||LC|[]
 fiscal|2|||||LC|[]
 year|2|||||LC|[]
-2021|2|||,||CA|['69:YEAR']
+2021|2|||,||N/A|['69:YEAR']
 which|2|||||LC|[]
 is|2|||||LC|[]
 42k|2|||||LC|['84:ALPHANUMERIC']
 or|2|||||LC|[]
-7%|2|||||LC|['42:PERCENT']
+7%|2|||||N/A|['42:PERCENT']
 up|2|||||LC|[]
 from|2|||||LC|[]
 last|2|||||LC|[]
@@ -2370,7 +2369,7 @@ As|2|||||UC|[]
 we|2|||||LC|[]
 started|2|||||LC|[]
 into|2|||||LC|[]
-2022|2|||,||CA|['70:YEAR']
+2022|2|||,||N/A|['70:YEAR']
 we|2|||||LC|[]
 intend|2|||||LC|[]
 to|2|||||LC|[]
@@ -2425,9 +2424,9 @@ we|2|||||LC|['269:CONTRACTION']
 will|2|||||LC|['269:CONTRACTION']
 achieve|2|||||LC|[]
 our|2|||||LC|[]
-30|2|||||CA|['225:CARDINAL']
+30|2|||||N/A|['225:CARDINAL']
 to|2|||||LC|[]
-50,000|2|||||LC|['226:CARDINAL']
+50,000|2|||||N/A|['226:CARDINAL']
 subscriber|2|||||LC|[]
 growth|2|||||LC|[]
 target|2|||||LC|[]
@@ -2435,7 +2434,7 @@ in|2|||||LC|[]
 the|2|||||LC|[]
 year|2|||||LC|[]
 ahead|2|||.||LC|[]
-<unk>|2|||||LC|[]
+<unk>|2|||||N/A|[]
 a|2|||||LC|[]
 strong|2|||||LC|[]
 focus|2|||||LC|[]
@@ -2648,14 +2647,14 @@ the|2|||||LC|[]
 past|2|||,||LC|[]
 especially|2|||||LC|[]
 in|2|||||LC|[]
-2019|2|||||CA|['71:YEAR']
+2019|2|||||N/A|['71:YEAR']
 and|2|||||LC|[]
-2020|2|||.||CA|['72:YEAR']
+2020|2|||.||N/A|['72:YEAR']
 Not|2|||||UC|[]
 so|2|||||LC|[]
 much|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||||CA|['73:YEAR']
+2021|2|||||N/A|['73:YEAR']
 anymore|2|||.||LC|[]
 Due|2|||||UC|[]
 to|2|||||LC|[]
@@ -2684,7 +2683,7 @@ our|2|||||LC|[]
 update|2|||||LC|[]
 at|2|||||LC|[]
 the|2|||||LC|[]
-<unk>|2|||,||LC|[]
+<unk>|2|||,||N/A|[]
 we|2|||||LC|[]
 want|2|||||LC|['272:CONTRACTION']
 to|2|||||LC|['272:CONTRACTION']
@@ -2703,7 +2702,7 @@ the|2|||||LC|[]
 status|2|||||LC|[]
 on|2|||||LC|[]
 slide|2|||||LC|[]
-16|2|||.||CA|['236:CARDINAL']
+16|2|||.||N/A|['236:CARDINAL']
 As|2|||||UC|[]
 you|2|||||LC|[]
 can|2|||||LC|[]
@@ -2767,7 +2766,7 @@ that|2|||||LC|[]
 the|2|||||LC|[]
 number|2|||||LC|[]
 of|2|||||LC|[]
-283|2|||||CA|['237:CARDINAL']
+283|2|||||N/A|['237:CARDINAL']
 million|2|||||LC|[]
 includes|2|||||LC|[]
 a|2|||||LC|[]
@@ -2785,13 +2784,13 @@ the|2|||||LC|[]
 fourth|2|||||LC|[]
 quarter|2|||||LC|[]
 of|2|||||LC|[]
-2020|2|||||CA|['74:YEAR']
+2020|2|||||N/A|['74:YEAR']
 and|2|||||LC|[]
 the|2|||||LC|[]
 first|2|||||LC|[]
 quarter|2|||||LC|[]
 of|2|||||LC|[]
-2021|2|||.||CA|['75:YEAR']
+2021|2|||.||N/A|['75:YEAR']
 And|2|||||UC|[]
 as|2|||||LC|[]
 those|2|||||LC|[]
@@ -2964,7 +2963,7 @@ already|2|||||LC|[]
 achieved|2|||||LC|[]
 more|2|||||LC|[]
 than|2|||||LC|[]
-11.7|2|||||LC|['240:CARDINAL']
+11.7|2|||||N/A|['240:CARDINAL']
 billion|2|||||LC|[]
 impressions|2|||||LC|[]
 of|2|||||LC|[]
@@ -2984,7 +2983,7 @@ Mercedes|2|||,||UC|[]
 we|2|||||LC|[]
 have|2|||||LC|[]
 nearly|2|||||LC|[]
-800|2|||||CA|['241:CARDINAL']
+800|2|||||N/A|['241:CARDINAL']
 million|2|||||LC|[]
 video|2|||||LC|[]
 views|2|||||LC|[]
@@ -3006,7 +3005,7 @@ audience|2|||||LC|[]
 of|2|||||LC|[]
 more|2|||||LC|[]
 than|2|||||LC|[]
-1.5|2|||||LC|['242:CARDINAL']
+1.5|2|||||N/A|['242:CARDINAL']
 billion|2|||||LC|[]
 Formula|2|||||UC|[]
 One|2|||||UC|[]
@@ -3030,7 +3029,7 @@ the|2|||||LC|[]
 slide|2|||||LC|[]
 of|2|||||LC|[]
 slide|2|||||LC|[]
-17|2|||.||CA|['243:CARDINAL']
+17|2|||.||N/A|['243:CARDINAL']
 Uh|2|||,||UC|[]
 from|2|||||LC|[]
 our|2|||||LC|[]
@@ -3233,7 +3232,7 @@ which|2|||||LC|[]
 is|2|||||LC|[]
 on|2|||||LC|[]
 slide|2|||||LC|[]
-18|2|||.||CA|['244:CARDINAL']
+18|2|||.||N/A|['244:CARDINAL']
 Uh|2|||,||UC|[]
 we|2|||||LC|[]
 called|2|||,||LC|[]
@@ -3252,7 +3251,7 @@ issues|2|||||LC|[]
 we|2|||||LC|[]
 faced|2|||||LC|[]
 in|2|||||LC|[]
-2021|2|||.||CA|['76:YEAR']
+2021|2|||.||N/A|['76:YEAR']
 Since|2|||||UC|[]
 then|2|||,||LC|[]
 we've|2|||||LC|[]
@@ -3400,7 +3399,7 @@ leaders|2|||.||LC|[]
 This|2|||||UC|[]
 just|2|||||LC|[]
 happened|2|||||LC|[]
-10|2|||||CA|['246:CARDINAL']
+10|2|||||N/A|['246:CARDINAL']
 days|2|||||LC|[]
 ago|2|||,||LC|[]
 uh|2|||,||LC|[]
@@ -3465,7 +3464,7 @@ now|2|||||LC|[]
 standing|2|||||LC|[]
 at|2|||||LC|[]
 around|2|||||LC|[]
-1470|2|||.||CA|['77:YEAR']
+1470|2|||.||N/A|['77:YEAR']
 Coming|2|||||UC|[]
 up|2|||,||LC|[]
 uh|2|||,||LC|[]
@@ -3577,7 +3576,7 @@ currencies|3|||,||LC|[]
 uh|3|||,||LC|[]
 sorry|3|||,||LC|[]
 increased|3|||||LC|[]
-70%|3|||,||LC|['287:PERCENT']
+70%|3|||,||N/A|['287:PERCENT']
 uh|3|||,||LC|[]
 measured|3|||||LC|[]
 in|3|||||LC|[]
@@ -3586,7 +3585,7 @@ currencies|3|||||LC|[]
 in|3|||||LC|[]
 Q4|3|||||CA|['330:ALPHANUMERIC']
 and|3|||||LC|[]
-20%|3|||||LC|['288:PERCENT']
+20%|3|||||N/A|['288:PERCENT']
 for|3|||||LC|[]
 the|3|||||LC|[]
 full|3|||||LC|[]
@@ -3630,9 +3629,9 @@ IFR-|3|||||CA|['948:FALLBACK']
 IFR|3|||||CA|['345:ABBREVIATION']
 revenues|3|||||LC|[]
 grew|3|||||LC|[]
-9%|3|||||LC|['289:PERCENT']
+9%|3|||||N/A|['289:PERCENT']
 and|3|||||LC|[]
-10%|3|||||LC|['290:PERCENT']
+10%|3|||||N/A|['290:PERCENT']
 for|3|||||LC|[]
 Q4|3|||||CA|['331:ALPHANUMERIC']
 and|3|||||LC|[]
@@ -3672,12 +3671,12 @@ model|3|||.||LC|[]
 Uh|3|||,||UC|[]
 and|3|||||LC|[]
 during|3|||||LC|[]
-2020|3|||||CA|['316:YEAR']
+2020|3|||||N/A|['316:YEAR']
 we|3|||||LC|[]
 still|3|||||LC|[]
 recognize|3|||||LC|[]
 roughly|3|||||LC|[]
-46|3|||||CA|['375:CARDINAL']
+46|3|||||N/A|['375:CARDINAL']
 million|3|||||LC|[]
 of|3|||||LC|[]
 previous|3|||||LC|[]
@@ -3695,9 +3694,9 @@ down|3|||||LC|[]
 to|3|||||LC|[]
 only|3|||||LC|[]
 around|3|||||LC|[]
-2.6|3|||||LC|['376:CARDINAL']
+2.6|3|||||N/A|['376:CARDINAL']
 million|3|||||LC|[]
-2021|3|||.||CA|['317:YEAR']
+2021|3|||.||N/A|['317:YEAR']
 And|3|||||UC|[]
 that|3|||||LC|[]
 means|3|||||LC|[]
@@ -3719,7 +3718,7 @@ finally|3|||||LC|[]
 fully|3|||||LC|[]
 disappear|3|||||LC|[]
 in|3|||||LC|[]
-2022|3|||.||CA|['318:YEAR']
+2022|3|||.||N/A|['318:YEAR']
 So|3|||||UC|[]
 billings|3|||||LC|[]
 growth|3|||||LC|[]
@@ -3749,17 +3748,16 @@ model|3|||||LC|[]
 only|3|||,||LC|[]
 they|3|||||LC|[]
 grew|3|||||LC|[]
-16%|3|||||LC|['291:PERCENT']
+16%|3|||||N/A|['291:PERCENT']
 in|3|||||LC|[]
 the|3|||||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 and|3|||||LC|[]
-20|3|||-||CA|['380:CARDINAL']
-22%|3|||||LC|['292:PERCENT']
+20|3|||-||N/A|['380:CARDINAL']
+22%|3|||||N/A|['292:PERCENT']
 in|3|||||LC|[]
-'|3|||||LC|[]
-21|3|||||CA|['382:CARDINAL']
+21|3|||||N/A|['382:CARDINAL']
 overall|3|||.||LC|[]
 So|3|||||UC|[]
 again|3|||,||LC|[]
@@ -3802,14 +3800,14 @@ pre|3|||||LC|[]
 release|3|||||LC|[]
 numbers|3|||||LC|[]
 with|3|||||LC|[]
-257|3|||||CA|['383:CARDINAL']
+257|3|||||N/A|['383:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||||UC|[]
 adjusted|3|||||LC|[]
 EBITDA|3|||||CA|['346:ABBREVIATION']
 or|3|||||LC|[]
 a|3|||||LC|[]
-47%|3|||||LC|['293:PERCENT']
+47%|3|||||N/A|['293:PERCENT']
 margin|3|||.||LC|[]
 Uh|3|||,||UC|[]
 clearly|3|||||LC|[]
@@ -3845,7 +3843,7 @@ an|3|||||LC|[]
 exceptionally|3|||||LC|[]
 profitable|3|||||LC|[]
 year|3|||||LC|[]
-2020|3|||||CA|['319:YEAR']
+2020|3|||||N/A|['319:YEAR']
 which|3|||||LC|[]
 had|3|||||LC|[]
 all|3|||||LC|[]
@@ -3883,20 +3881,20 @@ last|3|||||LC|[]
 quarter|3|||,||LC|[]
 uh|3|||,||LC|[]
 to|3|||||LC|[]
-68|3|||||CA|['386:CARDINAL']
+68|3|||||N/A|['386:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||,||UC|[]
 overall|3|||||LC|[]
 up|3|||||LC|[]
 at|3|||||LC|[]
-21%|3|||.||LC|['294:PERCENT']
+21%|3|||.||N/A|['294:PERCENT']
 Uh|3|||,||UC|[]
 and|3|||||LC|[]
 for|3|||||LC|[]
 the|3|||||LC|[]
 full|3|||||LC|[]
 year|3|||;||LC|[]
-21|3|||||CA|['388:CARDINAL']
+21|3|||||N/A|['388:CARDINAL']
 levered|3|||||LC|[]
 free|3|||||LC|[]
 cash|3|||||LC|[]
@@ -3904,7 +3902,7 @@ flow|3|||||LC|[]
 decreased|3|||||LC|[]
 slightly|3|||||LC|[]
 by|3|||||LC|[]
-5%|3|||,||LC|['295:PERCENT']
+5%|3|||,||N/A|['295:PERCENT']
 obviously|3|||||LC|[]
 reflecting|3|||||LC|[]
 the|3|||||LC|[]
@@ -3976,7 +3974,7 @@ fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 amounted|3|||||LC|[]
 to|3|||||LC|[]
-133|3|||||CA|['390:CARDINAL']
+133|3|||||N/A|['390:CARDINAL']
 million|3|||,||LC|[]
 reflecting|3|||||LC|[]
 a|3|||||LC|[]
@@ -3984,7 +3982,7 @@ net|3|||||LC|[]
 retention|3|||||LC|[]
 rate|3|||||LC|[]
 of|3|||||LC|[]
-105%|3|||.||LC|['296:PERCENT']
+105%|3|||.||N/A|['296:PERCENT']
 This|3|||||UC|[]
 is|3|||||LC|[]
 in|3|||||LC|[]
@@ -4016,7 +4014,7 @@ row|3|||||LC|[]
 we|3|||||LC|[]
 achieve|3|||||LC|[]
 now|3|||||LC|[]
-2|3|||||CA|['392:CARDINAL']
+2|3|||||N/A|['392:CARDINAL']
 million|3|||||LC|[]
 of|3|||||LC|[]
 new|3|||||LC|[]
@@ -4041,7 +4039,7 @@ in|3|||||LC|[]
 total|3|||,||LC|[]
 we|3|||||LC|[]
 gained|3|||||LC|[]
-94|3|||||CA|['393:CARDINAL']
+94|3|||||N/A|['393:CARDINAL']
 million|3|||||LC|[]
 of|3|||||LC|[]
 new|3|||||LC|[]
@@ -4052,7 +4050,7 @@ was|3|||||LC|[]
 obviously|3|||||LC|[]
 below|3|||||LC|[]
 the|3|||||LC|[]
-2020|3|||||CA|['320:YEAR']
+2020|3|||||N/A|['320:YEAR']
 COVID-19|3|||||CA|['334:ALPHANUMERIC']
 peak|3|||||LC|[]
 figure|3|||||LC|[]
@@ -4070,7 +4068,7 @@ at|3|||||LC|[]
 subscribers|3|||,||LC|[]
 increase|3|||||LC|[]
 of|3|||||LC|[]
-10%|3|||,||LC|['297:PERCENT']
+10%|3|||,||N/A|['297:PERCENT']
 I|3|||||CA|[]
 think|3|||||LC|[]
 those|3|||||LC|[]
@@ -4123,7 +4121,7 @@ slightly|3|||||LC|[]
 decreased|3|||||LC|[]
 by|3|||||LC|[]
 net|3|||||LC|[]
-1000|3|||,||CA|['321:YEAR']
+1000|3|||,||N/A|['321:YEAR']
 uh|3|||,||LC|[]
 subscribers|3|||||LC|[]
 during|3|||||LC|[]
@@ -4166,7 +4164,7 @@ the|3|||||LC|[]
 second|3|||||LC|[]
 half|3|||||LC|[]
 of|3|||||LC|[]
-2022|3|||.||CA|['322:YEAR']
+2022|3|||.||N/A|['322:YEAR']
 But|3|||||UC|[]
 despite|3|||,||LC|[]
 uh|3|||,||LC|[]
@@ -4185,7 +4183,7 @@ the|3|||||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 by|3|||||LC|[]
-17%|3|||.||LC|['298:PERCENT']
+17%|3|||.||N/A|['298:PERCENT']
 And|3|||||UC|[]
 please|3|||||LC|[]
 remember|3|||||LC|[]
@@ -4200,7 +4198,7 @@ ASP|3|||||CA|['348:ABBREVIATION']
 it|3|||||LC|[]
 can|3|||||LC|[]
 be|3|||||LC|[]
-200|3|||||CA|['399:CARDINAL']
+200|3|||||N/A|['399:CARDINAL']
 Euro|3|||||UC|[]
 at|3|||||LC|[]
 the|3|||||LC|[]
@@ -4232,7 +4230,7 @@ of|3|||||LC|[]
 ASPs|3|||.||MC|[]
 Uh|3|||,||UC|[]
 slide|3|||||LC|[]
-22|3|||,||CA|['400:CARDINAL']
+22|3|||,||N/A|['400:CARDINAL']
 uh|3|||,||LC|[]
 clearly|3|||||LC|[]
 an|3|||||LC|[]
@@ -4270,7 +4268,7 @@ fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 coming|3|||||LC|[]
 up|3|||||LC|[]
-205%|3|||||LC|['299:PERCENT']
+205%|3|||||N/A|['299:PERCENT']
 and|3|||||LC|[]
 therefore|3|||||LC|[]
 pushing|3|||||LC|[]
@@ -4284,7 +4282,7 @@ the|3|||||LC|[]
 full|3|||||LC|[]
 year|3|||||LC|[]
 to|3|||||LC|[]
-98%|3|||.||LC|['300:PERCENT']
+98%|3|||.||N/A|['300:PERCENT']
 Uh|3|||,||UC|[]
 as|3|||||LC|[]
 you|3|||||LC|[]
@@ -4349,7 +4347,7 @@ in|3|||||LC|[]
 Q4|3|||||CA|['336:ALPHANUMERIC']
 up|3|||||LC|[]
 to|3|||||LC|[]
-105%|3|||.||LC|['301:PERCENT']
+105%|3|||.||N/A|['301:PERCENT']
 So|3|||||UC|[]
 very|3|||||LC|[]
 strong|3|||||LC|[]
@@ -4374,7 +4372,7 @@ slightly|3|||||LC|[]
 went|3|||||LC|[]
 up|3|||||LC|[]
 to|3|||||LC|[]
-20|3|||||CA|['404:CARDINAL']
+20|3|||||N/A|['404:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||.||UC|[]
 Uh|3|||,||UC|[]
@@ -4430,7 +4428,7 @@ believe|3|||||LC|[]
 that|3|||||LC|[]
 the|3|||||LC|[]
 customer|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 which|3|||||LC|[]
 we|3|||||LC|[]
 won|3|||||LC|[]
@@ -4481,12 +4479,12 @@ geographical|3|||||LC|[]
 performance|3|||||LC|[]
 on|3|||||LC|[]
 slide|3|||||LC|[]
-23|3|||.||CA|['408:CARDINAL']
+23|3|||.||N/A|['408:CARDINAL']
 Uh|3|||,||UC|[]
 in|3|||||LC|[]
 terms|3|||||LC|[]
 of|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 performance|3|||,||LC|[]
 uh|3|||,||LC|[]
 fourth|3|||||LC|[]
@@ -4568,11 +4566,11 @@ Uh|3|||,||UC|[]
 Q4|3|||||CA|['340:ALPHANUMERIC']
 billings|3|||||LC|[]
 of|3|||||LC|[]
-30|3|||||CA|['412:CARDINAL']
+30|3|||||N/A|['412:CARDINAL']
 million|3|||||LC|[]
 roughly|3|||||LC|[]
 representing|3|||||LC|[]
-30%|3|||||LC|['302:PERCENT']
+30%|3|||||N/A|['302:PERCENT']
 year|3|||||LC|[]
 on|3|||||LC|[]
 year|3|||||LC|[]
@@ -4588,7 +4586,7 @@ have|3|||||LC|[]
 a|3|||||LC|[]
 new|3|||||LC|[]
 leader|3|||,||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 Lee|3|||,||UC|[]
 she's|3|||||LC|['466:CONTRACTION']
 joined|3|||||LC|[]
@@ -4646,7 +4644,7 @@ fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 grew|3|||||LC|[]
 by|3|||||LC|[]
-24%|3|||,||LC|['303:PERCENT']
+24%|3|||,||N/A|['303:PERCENT']
 also|3|||||LC|[]
 benefiting|3|||||LC|[]
 from|3|||||LC|[]
@@ -4676,7 +4674,7 @@ conversion|3|||||LC|[]
 there|3|||.||LC|[]
 I|3|||||CA|[]
 think|3|||||LC|[]
-<unk>|3|||||LC|[]
+<unk>|3|||||N/A|[]
 joined|3|||||LC|[]
 us|3|||||LC|[]
 in|3|||||LC|[]
@@ -4699,16 +4697,16 @@ EMEA|3|||||CA|['356:ABBREVIATION']
 contributed|3|||||LC|[]
 billings|3|||||LC|[]
 of|3|||||LC|[]
-86|3|||||CA|['421:CARDINAL']
+86|3|||||N/A|['421:CARDINAL']
 million|3|||||LC|[]
 up|3|||||LC|[]
-60%|3|||.||LC|['304:PERCENT']
+60%|3|||.||N/A|['304:PERCENT']
 I|3|||||CA|[]
 think|3|||||LC|[]
 America's|3|||||UC|[]
 performance|3|||||LC|[]
 especially|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 by|3|||||LC|[]
 the|3|||||LC|[]
 enterprise|3|||||LC|[]
@@ -4768,7 +4766,7 @@ enterprise|3|||||LC|[]
 business|3|||,||LC|[]
 is|3|||||LC|[]
 around|3|||||LC|[]
-93%|3|||.||LC|['305:PERCENT']
+93%|3|||.||N/A|['305:PERCENT']
 Our|3|||||UC|[]
 cross|3|||||LC|[]
 profit|3|||||LC|[]
@@ -4776,7 +4774,7 @@ margin|3|||||LC|[]
 remained|3|||||LC|[]
 comfortably|3|||||LC|[]
 above|3|||||LC|[]
-90%|3|||.||LC|['306:PERCENT']
+90%|3|||.||N/A|['306:PERCENT']
 Actually|3|||||UC|[]
 even|3|||||LC|[]
 improving|3|||||LC|[]
@@ -4917,9 +4915,9 @@ came|3|||||LC|[]
 down|3|||,||LC|[]
 uh|3|||,||LC|[]
 to|3|||||LC|[]
-2.5%|3|||||LC|['307:PERCENT']
+2.5%|3|||||N/A|['307:PERCENT']
 and|3|||||LC|[]
-2.9%|3|||||LC|['308:PERCENT']
+2.9%|3|||||N/A|['308:PERCENT']
 in|3|||||LC|[]
 the|3|||||LC|[]
 full|3|||||LC|[]
@@ -5027,12 +5025,12 @@ the|3|||||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 actually|3|||||LC|[]
-68|3|||||CA|['430:CARDINAL']
+68|3|||||N/A|['430:CARDINAL']
 million|3|||||LC|[]
 up|3|||||LC|[]
-20%|3|||||LC|['309:PERCENT']
+20%|3|||||N/A|['309:PERCENT']
 or|3|||||LC|[]
-21%|3|||.||LC|['310:PERCENT']
+21%|3|||.||N/A|['310:PERCENT']
 A|3|||||CA|[]
 very|3|||||LC|[]
 strong|3|||||LC|[]
@@ -5090,7 +5088,7 @@ cash|3|||||LC|[]
 conversion|3|||||LC|[]
 rate|3|||||LC|[]
 of|3|||||LC|[]
-61%|3|||||LC|['311:PERCENT']
+61%|3|||||N/A|['311:PERCENT']
 of|3|||||LC|[]
 adjusted|3|||||LC|[]
 EBITDA|3|||.||CA|['360:ABBREVIATION']
@@ -5205,7 +5203,7 @@ a|3|||||LC|[]
 leverage|3|||||LC|[]
 of|3|||||LC|[]
 about|3|||||LC|[]
-3.5|3|||||LC|['434:CARDINAL']
+3.5|3|||||N/A|['434:CARDINAL']
 times|3|||||LC|[]
 EBITDA|3|||.||CA|['362:ABBREVIATION']
 Uh|3|||,||UC|[]
@@ -5227,7 +5225,7 @@ pretty|3|||||LC|[]
 fast|3|||||LC|[]
 now|3|||||LC|[]
 to|3|||||LC|[]
-1.3|3|||||LC|['435:CARDINAL']
+1.3|3|||||N/A|['435:CARDINAL']
 times|3|||.||LC|[]
 Uh|3|||,||UC|[]
 two|3|||||LC|[]
@@ -5277,14 +5275,14 @@ a|3|||||LC|[]
 cash|3|||||LC|[]
 position|3|||||LC|[]
 of|3|||||LC|[]
-550|3|||||CA|['436:CARDINAL']
+550|3|||||N/A|['436:CARDINAL']
 million|3|||||LC|[]
 at|3|||||LC|[]
 the|3|||||LC|[]
 year|3|||||LC|[]
 end|3|||||LC|[]
 of|3|||||LC|[]
-2022|3|||.||CA|['323:YEAR']
+2022|3|||.||N/A|['323:YEAR']
 Uh|3|||,||UC|[]
 and|3|||||LC|[]
 a|3|||||LC|[]
@@ -5293,7 +5291,7 @@ uh|3|||,||LC|[]
 debt|3|||||LC|[]
 position|3|||||LC|[]
 of|3|||||LC|[]
-327|3|||||CA|['438:CARDINAL']
+327|3|||||N/A|['438:CARDINAL']
 million|3|||.||LC|[]
 In|3|||||UC|[]
 Q1|3|||||CA|['342:ALPHANUMERIC']
@@ -5324,7 +5322,7 @@ a|3|||||LC|[]
 promissory|3|||||LC|[]
 note|3|||||LC|[]
 of|3|||||LC|[]
-400|3|||||CA|['439:CARDINAL']
+400|3|||||N/A|['439:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||||UC|[]
 which|3|||||LC|[]
@@ -5335,7 +5333,7 @@ the|3|||||LC|[]
 end|3|||||LC|[]
 of|3|||||LC|[]
 Q1|3|||||CA|['343:ALPHANUMERIC']
-2021|3|||.||CA|['324:YEAR']
+2021|3|||.||N/A|['324:YEAR']
 And|3|||||UC|[]
 as|3|||||LC|[]
 you|3|||||LC|[]
@@ -5393,7 +5391,7 @@ leverage|3|||||LC|[]
 target|3|||||LC|[]
 of|3|||||LC|[]
 roughly|3|||||LC|[]
-1.5|3|||||LC|['441:CARDINAL']
+1.5|3|||||N/A|['441:CARDINAL']
 times|3|||||LC|[]
 adjusted|3|||||LC|[]
 EBITDA|3|||.||CA|['364:ABBREVIATION']
@@ -5553,10 +5551,10 @@ comfortably|3|||||LC|[]
 in|3|||||LC|[]
 the|3|||||LC|[]
 mid|3|||||LC|[]
-40%|3|||||LC|['312:PERCENT']
+40%|3|||||N/A|['312:PERCENT']
 range|3|||||LC|[]
 or|3|||||LC|[]
-47%|3|||||LC|['313:PERCENT']
+47%|3|||||N/A|['313:PERCENT']
 for|3|||||LC|[]
 the|3|||||LC|[]
 last|3|||||LC|[]
@@ -5728,16 +5726,16 @@ with|3|||||LC|[]
 a|3|||||LC|[]
 volume|3|||||LC|[]
 of|3|||||LC|[]
-300|3|||||CA|['444:CARDINAL']
+300|3|||||N/A|['444:CARDINAL']
 million|3|||||LC|[]
 Eurlo-|3|||||UC|['953:FALLBACK']
-300|3|||||CA|['445:CARDINAL']
+300|3|||||N/A|['445:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||||UC|[]
 or|3|||||LC|[]
 pretty|3|||||LC|[]
 much|3|||||LC|[]
-10%|3|||||LC|['314:PERCENT']
+10%|3|||||N/A|['314:PERCENT']
 of|3|||||LC|[]
 our|3|||||LC|[]
 shares|3|||.||LC|[]
@@ -5758,7 +5756,7 @@ in|3|||||LC|[]
 the|3|||||LC|[]
 AGM|3|||||CA|['367:ABBREVIATION']
 in|3|||||LC|[]
-2019|3|||.||CA|['325:YEAR']
+2019|3|||.||N/A|['325:YEAR']
 Obviously|3|||||UC|[]
 we|3|||||LC|[]
 also|3|||||LC|[]
@@ -5788,7 +5786,7 @@ within|3|||||LC|[]
 the|3|||||LC|[]
 fiscal|3|||||LC|[]
 year|3|||||LC|[]
-2022|3|||.||CA|['326:YEAR']
+2022|3|||.||N/A|['326:YEAR']
 Obviously|3|||,||UC|[]
 the|3|||||LC|[]
 whole|3|||||LC|[]
@@ -5839,7 +5837,7 @@ accordingly|3|||,||LC|[]
 so|3|||||LC|[]
 roughly|3|||||LC|[]
 by|3|||||LC|[]
-10%|3|||.||LC|['315:PERCENT']
+10%|3|||.||N/A|['315:PERCENT']
 I|3|||||CA|[]
 think|3|||||LC|[]
 this|3|||||LC|[]
@@ -5874,13 +5872,13 @@ in|3|||||LC|[]
 the|3|||||LC|[]
 success|3|||||LC|[]
 of|3|||||LC|[]
-<inaudible>|3|||.||LC|[]
+<inaudible>|3|||.||N/A|[]
 Uh|3|||,||UC|[]
 and|3|||||LC|[]
 with|3|||||LC|[]
 the|3|||||LC|[]
 remaining|3|||||LC|[]
-200|3|||||CA|['453:CARDINAL']
+200|3|||||N/A|['453:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||||UC|[]
 of|3|||||LC|[]
@@ -5921,7 +5919,7 @@ with|3|||||LC|[]
 the|3|||||LC|[]
 outlook|3|||||LC|[]
 for|3|||||LC|[]
-2022|3|||.||CA|['327:YEAR']
+2022|3|||.||N/A|['327:YEAR']
 Clearly|3|||,||UC|[]
 as|3|||||LC|[]
 you|3|||||LC|[]
@@ -5956,7 +5954,7 @@ growth|3|||||LC|[]
 trajectory|3|||,||LC|[]
 uh|3|||,||LC|[]
 in|3|||||LC|[]
-2022|3|||.||CA|['328:YEAR']
+2022|3|||.||N/A|['328:YEAR']
 I|3|||||CA|[]
 think|3|||||LC|[]
 the|3|||||LC|[]
@@ -5991,7 +5989,7 @@ continue|3|||||LC|[]
 to|3|||||LC|[]
 target|3|||||LC|[]
 high|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 growth|3|||||LC|[]
 and|3|||||LC|[]
 expect|3|||||LC|[]
@@ -6000,9 +5998,9 @@ in|3|||||LC|[]
 the|3|||||LC|[]
 range|3|||||LC|[]
 of|3|||||LC|[]
-630|3|||||CA|['459:CARDINAL']
+630|3|||||N/A|['459:CARDINAL']
 to|3|||||LC|[]
-650|3|||||CA|['460:CARDINAL']
+650|3|||||N/A|['460:CARDINAL']
 million|3|||||LC|[]
 Euro|3|||||UC|[]
 for|3|||||LC|[]
@@ -6022,9 +6020,9 @@ mid|3|||||LC|[]
 teens|3|||||LC|[]
 to|3|||||LC|[]
 Euro|3|||||UC|[]
-565|3|||||CA|['461:CARDINAL']
+565|3|||||N/A|['461:CARDINAL']
 to|3|||||LC|[]
-580|3|||||CA|['462:CARDINAL']
+580|3|||||N/A|['462:CARDINAL']
 million|3|||.||LC|[]
 Uh|3|||,||UC|[]
 adjusted|3|||||LC|[]
@@ -6035,9 +6033,9 @@ expected|3|||||LC|[]
 to|3|||||LC|[]
 be|3|||||LC|[]
 between|3|||||LC|[]
-445|3|||||CA|['463:CARDINAL']
+445|3|||||N/A|['463:CARDINAL']
 and|3|||||LC|[]
-47|3|||.||CA|['464:CARDINAL']
+47|3|||.||N/A|['464:CARDINAL']
 And|3|||||UC|[]
 furthermore|3|||,||LC|[]
 clearly|3|||||LC|[]
@@ -6052,7 +6050,7 @@ increase|3|||||LC|[]
 again|3|||||LC|[]
 compared|3|||||LC|[]
 to|3|||||LC|[]
-2021|3|||.||CA|['329:YEAR']
+2021|3|||.||N/A|['329:YEAR']
 For|3|||||UC|[]
 the|3|||||LC|[]
 medium|3|||||LC|[]
@@ -6113,7 +6111,7 @@ think|2|||||LC|[]
 from|2|||||LC|[]
 our|2|||||LC|[]
 perspective|2|||||LC|[]
-2021|2|||,||CA|['472:YEAR']
+2021|2|||,||N/A|['472:YEAR']
 um|2|||,||LC|[]
 very|2|||||LC|[]
 remarkable|2|||||LC|[]
@@ -6197,7 +6195,7 @@ delivered|2|||||LC|[]
 on|2|||||LC|[]
 our|2|||||LC|[]
 updated|2|||||LC|[]
-2021|2|||||CA|['473:YEAR']
+2021|2|||||N/A|['473:YEAR']
 guidance|2|||.||LC|[]
 Uh|2|||,||UC|[]
 steadily|2|||||LC|[]
@@ -6305,7 +6303,7 @@ our|0|||||LC|[]
 speakers|0|||,||LC|[]
 please|0|||||LC|[]
 dial|0|||||LC|[]
-01|0|||||CA|['479:CARDINAL']
+01|0|||||N/A|['479:CARDINAL']
 on|0|||||LC|[]
 your|0|||||LC|[]
 telephone|0|||||LC|[]
@@ -6343,7 +6341,7 @@ speak|0|||,||LC|[]
 you|0|||||LC|[]
 can|0|||||LC|[]
 dial|0|||||LC|[]
-02|0|||||CA|['480:CARDINAL']
+02|0|||||N/A|['480:CARDINAL']
 to|0|||||LC|[]
 cancel|0|||||LC|[]
 your|0|||||LC|[]
@@ -6415,7 +6413,7 @@ jumped|4|||||LC|[]
 in|4|||||LC|[]
 Q4|4|||||CA|['487:ALPHANUMERIC']
 to|4|||||LC|[]
-105%|4|||.||LC|['484:PERCENT']
+105%|4|||.||N/A|['484:PERCENT']
 Looks|4|||||UC|[]
 like|4|||||LC|[]
 there's|4|||||LC|[]
@@ -6438,7 +6436,7 @@ net|4|||||LC|[]
 retention|4|||||LC|[]
 rates|4|||||LC|[]
 across|4|||||LC|[]
-2022|4|||?||CA|['485:YEAR']
+2022|4|||?||N/A|['485:YEAR']
 Um|4|||,||UC|[]
 and|4|||||LC|[]
 what's|4|||||LC|[]
@@ -6497,7 +6495,7 @@ as|4|||||LC|[]
 you|4|||||LC|[]
 look|4|||||LC|[]
 into|4|||||LC|[]
-2022|4|||?||CA|['486:YEAR']
+2022|4|||?||N/A|['486:YEAR']
 And|4|||||UC|[]
 then|4|||||LC|[]
 just|4|||||LC|[]
@@ -6559,11 +6557,11 @@ in|3|||||LC|[]
 our|3|||||LC|[]
 portfolios|3|||||LC|[]
 at|3|||||LC|[]
-98%|3|||,||LC|['500:PERCENT']
+98%|3|||,||N/A|['500:PERCENT']
 uh|3|||,||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||||LC|[]
-105%|3|||.||LC|['501:PERCENT']
+105%|3|||.||N/A|['501:PERCENT']
 You|3|||||UC|[]
 pointed|3|||||LC|[]
 out|3|||||LC|[]
@@ -6608,7 +6606,7 @@ see|3|||||LC|[]
 that|3|||||LC|[]
 going|3|||||LC|['519:CONTRACTION']
 to|3|||||LC|['519:CONTRACTION']
-2022|3|||?||CA|['503:YEAR']
+2022|3|||?||N/A|['503:YEAR']
 Obviously|3|||,||UC|[]
 we've|3|||||LC|[]
 made|3|||||LC|[]
@@ -6731,7 +6729,7 @@ which|3|||||LC|[]
 was|3|||||LC|[]
 li-|3|||||LC|['959:FALLBACK']
 like|3|||||LC|[]
-98%|3|||.||LC|['502:PERCENT']
+98%|3|||.||N/A|['502:PERCENT']
 But|3|||||UC|[]
 bear|3|||||LC|[]
 with|3|||||LC|[]
@@ -6963,7 +6961,7 @@ in|3|||||LC|[]
 the|3|||||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||.||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 the|3|||||LC|[]
 fourth|3|||||LC|[]
 quarter|3|||||LC|[]
@@ -7041,7 +7039,7 @@ needs|3|||||LC|[]
 to|3|||||LC|[]
 be|3|||||LC|[]
 rebuilt|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 trying|3|||||LC|[]
 to|3|||||LC|[]
 ask|3|||||LC|[]
@@ -7197,8 +7195,7 @@ terms|5|||||LC|[]
 of|5|||||LC|[]
 headcount|5|||||LC|[]
 into|5|||||LC|[]
-'|5|||||LC|[]
-22|5|||.||CA|['537:CARDINAL']
+22|5|||.||N/A|['537:CARDINAL']
 Um|5|||,||UC|[]
 are|5|||||LC|[]
 you|5|||||LC|[]
@@ -7252,8 +7249,7 @@ on|5|||||LC|[]
 the|5|||||LC|[]
 outlook|5|||||LC|[]
 for|5|||||LC|[]
-'|5|||||LC|[]
-22|5|||.||CA|['538:CARDINAL']
+22|5|||.||N/A|['538:CARDINAL']
 Nearly|5|||||UC|[]
 half|5|||,||LC|[]
 half|5|||||LC|[]
@@ -7431,7 +7427,7 @@ underneath|2|||||LC|[]
 the|2|||,||LC|[]
 th-|2|||||LC|['968:FALLBACK']
 the|2|||||LC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 to|2|||||LC|[]
 say|2|||||LC|[]
 but|2|||||LC|[]
@@ -7520,14 +7516,14 @@ I|3|||||CA|[]
 mean|3|||,||LC|[]
 as|3|||||LC|[]
 in|3|||||LC|[]
-<inaudible>|3|||,||LC|[]
-10%|3|||||LC|['549:PERCENT']
+<inaudible>|3|||,||N/A|[]
+10%|3|||||N/A|['549:PERCENT']
 or|3|||||LC|[]
 above|3|||||LC|[]
 for|3|||||LC|[]
 getting|3|||||LC|[]
 to|3|||||LC|[]
-12%|3|||||LC|['550:PERCENT']
+12%|3|||||N/A|['550:PERCENT']
 growth|3|||.||LC|[]
 That's|3|||||UC|[]
 obviously|3|||||LC|[]
@@ -7598,7 +7594,7 @@ a|3|||||LC|[]
 moderately|3|||,||LC|[]
 uh|3|||,||LC|[]
 biased|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 towards|3|||||LC|[]
 the|3|||||LC|[]
 second|3|||||LC|[]
@@ -7887,7 +7883,7 @@ of|3|||||LC|[]
 it|3|||||LC|[]
 was|3|||||LC|[]
 also|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 so|3|||||LC|[]
 to|3|||||LC|[]
 say|3|||.||LC|[]
@@ -7942,7 +7938,7 @@ is|0|||||LC|[]
 come|0|||||LC|[]
 from|0|||||LC|[]
 Mohammed|0|||||UC|[]
-<unk>|0|||||LC|[]
+<unk>|0|||||N/A|[]
 at|0|||||LC|[]
 Goldman|0|||||UC|[]
 Sachs|0|||.||UC|[]
@@ -8212,7 +8208,7 @@ in|3|||||LC|[]
 the|3|||||LC|[]
 Americas|3|||.||UC|[]
 When|3|||||UC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 joined|3|||||LC|[]
 us|3|||,||LC|[]
 uh|3|||,||LC|[]
@@ -8510,7 +8506,7 @@ Patty|3|||||UC|[]
 and|3|||||LC|[]
 Yan|3|||,||UC|[]
 who|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 enterprise|3|||||LC|[]
 team|3|||||LC|[]
 and|3|||||LC|[]
@@ -8551,7 +8547,7 @@ to|3|||||LC|[]
 deliver|3|||||LC|[]
 on|3|||||LC|[]
 our|3|||||LC|[]
-2022|3|||||CA|['592:YEAR']
+2022|3|||||N/A|['592:YEAR']
 numbers|3|||.||LC|[]
 And|2|||||UC|[]
 I|2|||||CA|[]
@@ -9087,9 +9083,9 @@ kind|2|||||LC|['635:CONTRACTION']
 of|2|||||LC|['635:CONTRACTION']
 take|2|||||LC|[]
 that|2|||||LC|[]
-30|2|||||CA|['627:CARDINAL']
+30|2|||||N/A|['627:CARDINAL']
 to|2|||||LC|[]
-50,000|2|||||LC|['628:CARDINAL']
+50,000|2|||||N/A|['628:CARDINAL']
 subscriber|2|||||LC|[]
 addition|2|||||LC|[]
 guidance|2|||,||LC|[]
@@ -9121,7 +9117,7 @@ is|0|||||LC|[]
 coming|0|||||LC|[]
 from|0|||||LC|[]
 Stacy|0|||||UC|[]
-<unk>|0|||||LC|[]
+<unk>|0|||||N/A|[]
 at|0|||||LC|[]
 JP|0|||||CA|[]
 Morgan|0|||.||UC|[]
@@ -9266,7 +9262,7 @@ to|7|||||LC|[]
 contribute|7|||||LC|[]
 either|7|||||LC|[]
 in|7|||||LC|[]
-2022|7|||||CA|['641:YEAR']
+2022|7|||||N/A|['641:YEAR']
 or|7|||||LC|[]
 at|7|||||LC|[]
 some|7|||||LC|[]
@@ -9301,7 +9297,7 @@ as|7|||||LC|[]
 much|7|||||LC|[]
 plan|7|||||LC|[]
 for|7|||||LC|[]
-2022|7|||?||CA|['642:YEAR']
+2022|7|||?||N/A|['642:YEAR']
 Or|7|||||UC|[]
 do|7|||||LC|[]
 you|7|||||LC|[]
@@ -9605,7 +9601,7 @@ card|2|||||LC|[]
 over|2|||||LC|[]
 the|2|||||LC|[]
 last|2|||||LC|[]
-24|2|||||CA|['653:CARDINAL']
+24|2|||||N/A|['653:CARDINAL']
 months|2|||,||LC|[]
 but|2|||||LC|[]
 now|2|||||LC|[]
@@ -9622,7 +9618,7 @@ uh|3|||,||LC|[]
 I|3|||||CA|[]
 mean|3|||||LC|[]
 recapping|3|||||LC|[]
-2021|3|||||CA|['665:YEAR']
+2021|3|||||N/A|['665:YEAR']
 I|3|||||CA|[]
 mean|3|||,||LC|[]
 obviously|3|||||LC|[]
@@ -9644,7 +9640,7 @@ expect|3|||||LC|[]
 significant|3|||||LC|[]
 contribution|3|||||LC|[]
 in|3|||||LC|[]
-2021|3|||.||CA|['666:YEAR']
+2021|3|||.||N/A|['666:YEAR']
 Despite|3|||||UC|[]
 that|3|||,||LC|[]
 there|3|||||LC|[]
@@ -9775,7 +9771,7 @@ last|3|||||LC|[]
 year|3|||,||LC|[]
 we|3|||||LC|[]
 did|3|||||LC|[]
-40|3|||||CA|['671:CARDINAL']
+40|3|||||N/A|['671:CARDINAL']
 million|3|||||LC|[]
 of|3|||||LC|[]
 incremental|3|||||LC|[]
@@ -10053,7 +10049,7 @@ of|3|||||LC|[]
 years|3|||,||LC|[]
 leverage|3|||||LC|[]
 down|3|||||LC|[]
-1.3|3|||||LC|['681:CARDINAL']
+1.3|3|||||N/A|['681:CARDINAL']
 times|3|||.||LC|[]
 So|3|||||UC|[]
 that|3|||||LC|[]
@@ -10098,7 +10094,7 @@ and|3|||||LC|[]
 the|3|||||LC|[]
 flexibility|3|||||LC|[]
 now|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 to|3|||||LC|[]
 pursue|3|||||LC|[]
 M&A|3|||||CA|['979:FALLBACK']
@@ -10131,7 +10127,7 @@ is|0|||||LC|[]
 coming|0|||||LC|[]
 from|0|||||LC|[]
 Hans|0|||||UC|[]
-<inaudible>|0|||,||LC|[]
+<inaudible>|0|||,||N/A|[]
 UBS|0|||.||CA|['686:ABBREVIATION']
 Your|0|||||UC|[]
 line|0|||||LC|[]
@@ -10242,7 +10238,7 @@ that|8|||||LC|[]
 anything|8|||||LC|[]
 related|8|||||LC|[]
 with|8|||||LC|[]
-<unk>|8|||||LC|[]
+<unk>|8|||||N/A|[]
 and|8|||||LC|[]
 with|8|||||LC|[]
 the|8|||,||LC|[]
@@ -10272,7 +10268,7 @@ seen|8|||||LC|[]
 quite|8|||||LC|[]
 healthy|8|||||LC|[]
 margins|8|||.||LC|[]
-2022|8|||||CA|['691:YEAR']
+2022|8|||||N/A|['691:YEAR']
 guidance|8|||||LC|[]
 shows|8|||||LC|[]
 a|8|||||LC|[]
@@ -10377,7 +10373,7 @@ go|2|||||LC|[]
 first|2|||||LC|[]
 and|2|||||LC|[]
 then-|2|||||LC|['984:FALLBACK']
-Fine|3|||.||UC|[]
+Fine|3|||.…||UC|[]
 you|2|||||LC|[]
 go|2|||.||LC|[]
 So|2|||,||UC|[]
@@ -10396,9 +10392,9 @@ that|2|||||LC|[]
 we|2|||||LC|[]
 have|2|||||LC|[]
 fully|2|||||LC|[]
-integrated|2|||[||LC|[]
+integrated|2|||||LC|[]
 UB|2|||||CA|[]
-<unk>|2|||,||LC|[]
+<unk>|2|||,||N/A|[]
 Upskill|2|||||UC|[]
 and|2|||||LC|[]
 Viskupic|2|||,||UC|[]
@@ -10424,7 +10420,7 @@ coming|2|||||LC|[]
 from|2|||||LC|[]
 the|2|||,||LC|[]
 um|2|||,||LC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 side|2|||,||LC|[]
 not|2|||||LC|[]
 so|2|||||LC|[]
@@ -10487,9 +10483,9 @@ like|2|||||LC|[]
 a|2|||||LC|[]
 split|2|||||LC|[]
 of|2|||||LC|[]
-50|2|||||CA|['712:CARDINAL']
-/|2|||||LC|['986:FALLBACK']
-50|2|||||CA|['713:CARDINAL']
+50|2|||||N/A|['712:CARDINAL']
+/|2|||||N/A|['986:FALLBACK']
+50|2|||||N/A|['713:CARDINAL']
 between|2|||||LC|[]
 topics|2|||||LC|[]
 which|2|||||LC|[]
@@ -10531,7 +10527,7 @@ other|2|||||LC|[]
 half|2|||||LC|[]
 being|2|||||LC|[]
 classical|2|||||LC|[]
-<inaudible>|2|||||LC|[]
+<inaudible>|2|||||N/A|[]
 and|2|||||LC|[]
 engagement|2|||,||LC|[]
 manage|2|||||LC|[]
@@ -10808,7 +10804,7 @@ think|3|||||LC|[]
 enterprises|3|||||LC|[]
 goes|3|||||LC|[]
 to|3|||||LC|[]
-20%|3|||.||LC|['720:PERCENT']
+20%|3|||.||N/A|['720:PERCENT']
 And|3|||||UC|[]
 that|3|||||LC|[]
 that|3|||||LC|[]
@@ -10954,7 +10950,7 @@ I|3|||||CA|[]
 think|3|||||LC|[]
 frankly|3|||,||LC|[]
 in|3|||||LC|[]
-2021|3|||||CA|['728:YEAR']
+2021|3|||||N/A|['728:YEAR']
 we|3|||||LC|[]
 did|3|||||LC|[]
 look|3|||||LC|[]
@@ -10967,15 +10963,15 @@ we|3|||||LC|[]
 gave|3|||||LC|[]
 ourselves|3|||,||LC|[]
 was|3|||||LC|[]
-44|3|||||CA|['736:CARDINAL']
+44|3|||||N/A|['736:CARDINAL']
 to|3|||||LC|[]
-46%|3|||.||LC|['721:PERCENT']
+46%|3|||.||N/A|['721:PERCENT']
 Now|3|||,||UC|[]
 we|3|||||LC|[]
 came|3|||||LC|[]
 out|3|||||LC|[]
 at|3|||||LC|[]
-47%|3|||.||LC|['722:PERCENT']
+47%|3|||.||N/A|['722:PERCENT']
 Uh|3|||,||UC|[]
 I|3|||||CA|[]
 think|3|||||LC|[]
@@ -10998,7 +10994,7 @@ again|3|||||LC|[]
 as|3|||||LC|[]
 we|3|||||LC|[]
 exit|3|||||LC|[]
-2022|3|||.||CA|['729:YEAR']
+2022|3|||.||N/A|['729:YEAR']
 And|3|||||UC|[]
 now|3|||||LC|[]
 I|3|||||CA|[]
@@ -11011,7 +11007,7 @@ a|3|||||LC|[]
 bit|3|||||LC|[]
 earlier|3|||||LC|[]
 in|3|||||LC|[]
-2021|3|||.||CA|['730:YEAR']
+2021|3|||.||N/A|['730:YEAR']
 And|3|||||UC|[]
 I|3|||||CA|[]
 think|3|||||LC|[]
@@ -11021,9 +11017,9 @@ guides|3|||||LC|[]
 we|3|||||LC|[]
 gave|3|||||LC|[]
 ourselves|3|||,||LC|[]
-45|3|||||CA|['741:CARDINAL']
+45|3|||||N/A|['741:CARDINAL']
 to|3|||||LC|[]
-47%|3|||||LC|['723:PERCENT']
+47%|3|||||N/A|['723:PERCENT']
 is|3|||,||LC|[]
 is|3|||||LC|[]
 a|3|||,||LC|[]
@@ -11047,7 +11043,7 @@ in|3|||||LC|[]
 mind|3|||||LC|[]
 that|3|||||LC|[]
 in|3|||||LC|[]
-2021|3|||,||CA|['731:YEAR']
+2021|3|||,||N/A|['731:YEAR']
 the|3|||||LC|[]
 first|3|||||LC|[]
 quarter|3|||||LC|[]
@@ -11064,7 +11060,7 @@ had|3|||||LC|[]
 margins|3|||||LC|[]
 of|3|||||LC|[]
 around|3|||||LC|[]
-60%|3|||,||LC|['724:PERCENT']
+60%|3|||,||N/A|['724:PERCENT']
 but|3|||||LC|[]
 obviously|3|||||LC|[]
 that's|3|||,||LC|[]
@@ -11100,7 +11096,7 @@ fourth|3|||||LC|[]
 quarter|3|||||LC|[]
 we|3|||||LC|[]
 achieved|3|||||LC|[]
-44%|3|||||LC|['725:PERCENT']
+44%|3|||||N/A|['725:PERCENT']
 margin|3|||.||LC|[]
 Still|3|||||UC|[]
 very|3|||||LC|[]
@@ -11134,9 +11130,9 @@ the|3|||||LC|[]
 margins|3|||||LC|[]
 to|3|||||LC|[]
 the|3|||||LC|[]
-45|3|||||CA|['746:CARDINAL']
+45|3|||||N/A|['746:CARDINAL']
 to|3|||||LC|[]
-47%|3|||||LC|['726:PERCENT']
+47%|3|||||N/A|['726:PERCENT']
 level|3|||.||LC|[]
 Um|8|||,||UC|[]
 okay|8|||,||LC|[]
@@ -11152,7 +11148,7 @@ the|8|||||LC|[]
 cost|8|||||LC|[]
 freeze|8|||,||LC|[]
 um|8|||,||LC|[]
-<inaudible>|8|||||LC|[]
+<inaudible>|8|||||N/A|[]
 implied|8|||||LC|[]
 OPEX|8|||||CA|['766:ABBREVIATION']
 increase|8|||,||LC|[]
@@ -11165,7 +11161,7 @@ have|8|||||LC|[]
 OPEX|8|||||CA|['767:ABBREVIATION']
 increasing|8|||||LC|[]
 to|8|||||LC|[]
-19%|8|||||LC|['764:PERCENT']
+19%|8|||||N/A|['764:PERCENT']
 this|8|||||LC|[]
 year|8|||.||LC|[]
 So|8|||,||UC|[]
@@ -11194,7 +11190,7 @@ I|8|||||CA|[]
 suggested|8|||||LC|[]
 the|8|||||LC|[]
 conservatism|8|||.||LC|[]
-<crosstalk>|8|||||LC|[]
+<crosstalk>|8|||||N/A|[]
 And|8|||||UC|[]
 then|8|||||LC|[]
 the|8|||||LC|[]
@@ -11258,7 +11254,7 @@ contributions|3|||||LC|[]
 from|3|||||LC|[]
 that|3|||||LC|[]
 so|3|||||LC|[]
-<crosstalk>|3|||||LC|[]
+<crosstalk>|3|||||N/A|[]
 all|3|||||LC|[]
 of|3|||||LC|[]
 the|3|||||LC|[]
@@ -11282,7 +11278,7 @@ what|2|||||LC|[]
 you're|2|||||LC|['789:CONTRACTION']
 after|2|||.||LC|[]
 Yeah|2|||.||UC|[]
-<crosstalk>|2|||||LC|[]
+<crosstalk>|2|||||N/A|[]
 technology|2|||||LC|[]
 tax|2|||,||LC|[]
 right|2|||,||LC|[]
@@ -11330,7 +11326,7 @@ evaluate|2|||||LC|[]
 the|2|||||LC|[]
 organic|2|||||LC|[]
 growth|2|||||LC|[]
-<inaudible>|2|||,||LC|[]
+<inaudible>|2|||,||N/A|[]
 that's|2|||||LC|[]
 absolutely|2|||||LC|[]
 not|2|||||LC|[]
@@ -11352,7 +11348,7 @@ that|3|||||LC|[]
 growth|3|||||LC|[]
 compared|3|||||LC|[]
 to|3|||||LC|[]
-2021|3|||||CA|['791:YEAR']
+2021|3|||||N/A|['791:YEAR']
 is|3|||||LC|[]
 predominantly|3|||||LC|[]
 the|3|||||LC|[]
@@ -11436,9 +11432,9 @@ is|0|||||LC|[]
 coming|0|||||LC|[]
 from|0|||||LC|[]
 Gustav|0|||||UC|[]
-<inaudible>|0|||||LC|[]
+<inaudible>|0|||||N/A|[]
 of|0|||||LC|[]
-<inaudible>|0|||.||LC|[]
+<inaudible>|0|||.||N/A|[]
 Your|0|||||UC|[]
 line|0|||||LC|[]
 is|0|||||LC|[]
@@ -11616,7 +11612,7 @@ impact|9|||||LC|[]
 may|9|||||LC|[]
 be|9|||||LC|[]
 in|9|||||LC|[]
-2022|9|||?||CA|['809:YEAR']
+2022|9|||?||N/A|['809:YEAR']
 Yeah|3|||.||UC|[]
 Gustav|3|||,||UC|[]
 uh|3|||,||LC|[]
@@ -11683,7 +11679,7 @@ with|3|||||LC|[]
 a|3|||||LC|[]
 leverage|3|||||LC|[]
 of|3|||||LC|[]
-1.3|3|||||LC|['812:CARDINAL']
+1.3|3|||||N/A|['812:CARDINAL']
 times|3|||,||LC|[]
 we|3|||||LC|[]
 had|3|||||LC|[]
@@ -11737,7 +11733,7 @@ below|3|||||LC|[]
 a|3|||||LC|[]
 leverage|3|||||LC|[]
 of|3|||||LC|[]
-1.5|3|||||LC|['813:CARDINAL']
+1.5|3|||||N/A|['813:CARDINAL']
 times|3|||,||LC|[]
 this|3|||||LC|[]
 then|3|||||LC|[]
@@ -12138,7 +12134,7 @@ it|2|||||LC|[]
 on|2|||||LC|[]
 the|2|||||LC|[]
 shorter|2|||||LC|[]
-<inaudible>|2|||.||LC|[]
+<inaudible>|2|||.||N/A|[]
 And|3|||||UC|[]
 then|3|||||LC|[]
 sales|3|||||LC|[]
@@ -12167,7 +12163,7 @@ expect|3|||,||LC|[]
 uh|3|||,||LC|[]
 going|3|||||LC|['837:CONTRACTION']
 to|3|||||LC|['837:CONTRACTION']
-2022|3|||||CA|['835:YEAR']
+2022|3|||||N/A|['835:YEAR']
 that|3|||||LC|[]
 would|3|||||LC|[]
 be|3|||||LC|[]
@@ -12202,7 +12198,7 @@ next|0|||||LC|[]
 question|0|||||LC|[]
 coming|0|||||LC|[]
 from|0|||||LC|[]
-<unk>|0|||||LC|[]
+<unk>|0|||||N/A|[]
 at|0|||||LC|[]
 Deutsche|0|||||UC|[]
 Bank|0|||.||UC|[]
@@ -12239,7 +12235,7 @@ perhaps|10|||||LC|[]
 share|10|||||LC|[]
 on|10|||||LC|[]
 your|10|||||LC|[]
-<inaudible>|10|||||LC|[]
+<inaudible>|10|||||N/A|[]
 base|10|||,||LC|[]
 what|10|||||LC|[]
 are|10|||||LC|[]
@@ -12309,7 +12305,7 @@ trends|10|||||LC|[]
 progressing|10|||||LC|[]
 into|10|||||LC|[]
 FY|10|||||CA|[]
-22|10|||?||CA|['850:CARDINAL']
+22|10|||?||N/A|['850:CARDINAL']
 If|10|||||UC|[]
 you're|10|||||LC|['855:CONTRACTION']
 still|10|||||LC|[]
@@ -12358,7 +12354,7 @@ converted|10|||||LC|[]
 a|10|||||LC|[]
 sort|10|||||LC|[]
 of|10|||||LC|[]
-12|10|||||CA|['851:CARDINAL']
+12|10|||||N/A|['851:CARDINAL']
 million|10|||||LC|[]
 from|10|||||LC|[]
 the|10|||||LC|[]
@@ -12370,7 +12366,7 @@ wondering|10|||||LC|[]
 out|10|||||LC|['856:CONTRACTION']
 of|10|||||LC|['856:CONTRACTION']
 the|10|||||LC|[]
-<inaudible>|10|||||LC|[]
+<inaudible>|10|||||N/A|[]
 remaining|10|||,||LC|[]
 how|10|||||LC|[]
 much|10|||||LC|[]
@@ -12423,7 +12419,7 @@ workflows|3|||,||LC|[]
 billings|3|||||LC|[]
 were|3|||||LC|[]
 around|3|||||LC|[]
-30|3|||||CA|['862:CARDINAL']
+30|3|||||N/A|['862:CARDINAL']
 million|3|||,||LC|[]
 won|3|||||LC|[]
 three|3|||||LC|[]
@@ -12546,9 +12542,9 @@ roughly|3|||||LC|[]
 split|3|||||LC|[]
 I'd|3|||||UC|['869:CONTRACTION']
 say|3|||||LC|[]
-50%|3|||||LC|['858:PERCENT']
+50%|3|||||N/A|['858:PERCENT']
 OT|3|||,||CA|[]
-50%|3|||||LC|['859:PERCENT']
+50%|3|||||N/A|['859:PERCENT']
 IT|3|||||CA|[]
 use|3|||||LC|[]
 cases|3|||||LC|[]
@@ -12582,7 +12578,7 @@ one|3|||||LC|[]
 third|3|||||LC|[]
 of|3|||||LC|[]
 the|3|||||LC|[]
-<inaudible>|3|||||LC|[]
+<inaudible>|3|||||N/A|[]
 probably|3|||||LC|[]
 has|3|||||LC|[]
 an|3|||||LC|[]
@@ -12828,7 +12824,7 @@ enterprise|3|||||LC|[]
 business|3|||,||LC|[]
 overall|3|||||LC|[]
 it's|3|||||LC|['882:CONTRACTION']
-105%|3|||.||LC|['880:PERCENT']
+105%|3|||.||N/A|['880:PERCENT']
 For|3|||||UC|[]
 the|3|||||LC|[]
 fourth|3|||||LC|[]
@@ -12884,7 +12880,7 @@ you|10|||||LC|[]
 saying|10|||||LC|[]
 that|10|||||LC|[]
 the|10|||||LC|[]
-<inaudible>|10|||||LC|[]
+<inaudible>|10|||||N/A|[]
 may|10|||||LC|[]
 contain|10|||,||LC|[]
 um|10|||,||LC|[]
@@ -13051,9 +13047,9 @@ very|2|||||LC|[]
 comfortable|2|||||LC|[]
 with|2|||||LC|[]
 this|2|||||LC|[]
-30|2|||||CA|['894:CARDINAL']
+30|2|||||N/A|['894:CARDINAL']
 to|2|||||LC|[]
-50,000|2|||||LC|['895:CARDINAL']
+50,000|2|||||N/A|['895:CARDINAL']
 new|2|||||LC|[]
 subscribers|2|||,||LC|[]
 uh|2|||,||LC|[]
@@ -13173,7 +13169,7 @@ percentage|10|||||LC|[]
 of|10|||||LC|[]
 enterprise|10|||||LC|[]
 billing|10|||||LC|[]
-<inaudible>|10|||||LC|[]
+<inaudible>|10|||||N/A|[]
 from|10|||||LC|[]
 new|10|||||LC|[]
 customers|10|||||LC|[]
@@ -13319,7 +13315,7 @@ maybe|2|||||LC|[]
 there's|2|||||LC|[]
 this|2|||||LC|[]
 few|2|||||LC|[]
-1000|2|||||CA|['909:YEAR']
+1000|2|||||N/A|['909:YEAR']
 Euro|2|||||UC|[]
 license|2|||||LC|[]
 there|2|||,||LC|[]
@@ -13419,7 +13415,7 @@ reality|2|||||LC|[]
 at|2|||||LC|[]
 the|2|||||LC|[]
 moment|2|||.||LC|[]
-<crosstalk>|0|||||LC|[]
+<crosstalk>|0|||||N/A|[]
 a|0|||||LC|[]
 reminder|0|||,||LC|[]
 if|0|||||LC|[]
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diff --git a/earnings22/transcripts/normalizations/4483589.norm.json b/earnings22/transcripts/normalizations/4483589.norm.json
new file mode 100644
index 0000000..512b304
--- /dev/null
+++ b/earnings22/transcripts/normalizations/4483589.norm.json
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+}
\ No newline at end of file