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pull/34/head
Zainab2604 2025-05-01 11:34:44 +02:00
parent 9136610047
commit 0cef5fabc2
17 changed files with 1224 additions and 141 deletions
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prototypes/Parser/Pitchbook3.pdf 100644
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prototypes/fine_tuning_spaCy/__pycache__/training_data.cpython-312.pyc 100644
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prototypes/fine_tuning_spaCy/data/train.spacy
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prototypes/fine_tuning_spaCy/entities_output.json
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@ -1,167 +1,232 @@
[
{
"label": "RISIKOPROFIL",
"entity": "Core and Core+",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,0 %",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "core, core+, value-added",
"page": 7
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5Mio.€",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "Core/Core+",
"page": 10
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "1,40 %",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "core/core+",
"page": 10
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,91 %",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "Core/Core+",
"page": 10
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,0 %",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "UK, DE, BE, NL, LU,",
"page": 10
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "0,1%",
"page": 4
},
{
"label": "RISIKOPROFIL",
"entity": "Core / Core +",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,0%",
"page": 5
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4 %",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "800.000",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "600.000",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "400.000",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "500.000 |",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4",
"page": 9
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5.20%",
"page": 11
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5%",
"page": 11
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4%",
"page": 11
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5.20%",
"page": 12
},
{
"label": "RISIKOPROFIL",
"entity": "core\n/ core+",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5%",
"page": 12
},
{
"label": "RISIKOPROFIL",
"entity": "core",
"page": 12
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "559 BGB",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "Term / core+",
"page": 12
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4 Soa",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "core/core+",
"page": 12
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4 —",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "6,4 6,4",
"page": 13
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "558 BGB",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "Country /",
"page": 14
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "557 BGB",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "Core\nCore\nCore\nCore\nCore\nCore\nCore\nCore",
"page": 14
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "3-6",
"page": 16
},
{
"label": "RISIKOPROFIL",
"entity": "Country /",
"page": 15
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "Vor NK-Optimlerung",
"page": 17
},
{
"label": "RISIKOPROFIL",
"entity": "Core\nCore\nCore\nCore\nCore\nCore",
"page": 15
},
{
"label": "RISIKOPROFIL",
"entity": "countries, giving",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "K.",
"page": 18
},
{
"label": "RISIKOPROFIL",
"entity": "core/core+",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4 an",
"page": 20
},
{
"label": "RISIKOPROFIL",
"entity": "core/core+",
"page": 20
"entity": "Value Adjustments",
"page": 25
},
{
"label": "RISIKOPROFIL",
"entity": "D, and",
"page": 21
"entity": "Dach/",
"page": 28
},
{
"label": "RISIKOPROFIL",
"entity": "UK, DE, BE, NL, LU,",
"page": 26
},
{
"label": "RISIKOPROFIL",
"entity": "core or",
"page": 27
},
{
"label": "RISIKOPROFIL",
"entity": "Core +",
"page": 27
},
{
"label": "RISIKOPROFIL",
"entity": "kgCO,e",
"entity": "CO2-Emissionen",
"page": 30
},
{
"label": "RISIKOPROFIL",
"entity": "C,",
"page": 32
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "UM\\",
"page": 30
},
{
"label": "RISIKOPROFIL",
"entity": "KfW, Dwp",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5%",
"page": 30
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5%",
"page": 31
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "5%",
"page": 31
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "1%",
"page": 35
},
{
"label": "RISIKOPROFIL",
"entity": "Bank,",
"page": 35
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"page": 36
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"page": 36
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"page": 37
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"page": 37
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "CO2-Emissionen",
"page": 38
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "84,0%",
"page": 42
},
{
"label": "RISIKOPROFIL",
"entity": "Core",
"page": 38
"entity": "Core, Core +",
"page": 42
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "0,1 %",
"page": 42
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "0,44 %",
"page": 42
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "1,40 %",
"page": 42
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "491%",
"page": 42
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,0%",
"page": 42
},
{
"label": "RISIKOPROFIL",
"entity": "Core, Core +",
"page": 44
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "1,40%",
"page": 45
},
{
"label": "AUSSCHÜTTUNGSRENDITE",
"entity": "4,0%",
"page": 45
}
]

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prototypes/fine_tuning_spaCy/output/model-best/meta.json
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@ -21,6 +21,7 @@
],
"ner":[
"AUSSCH\u00dcTTUNGSRENDITE",
"RISIKOPROFIL"
]
},
@ -36,17 +37,22 @@
],
"performance":{
"ents_f":1.0,
"ents_p":1.0,
"ents_f":0.9107142857,
"ents_p":0.8360655738,
"ents_r":1.0,
"ents_per_type":{
"RISIKOPROFIL":{
"p":1.0,
"r":1.0,
"f":1.0
},
"AUSSCH\u00dcTTUNGSRENDITE":{
"p":0.6296296296,
"r":1.0,
"f":0.7727272727
}
},
"tok2vec_loss":0.000000029,
"ner_loss":0.0000000614
"tok2vec_loss":34.4831294568,
"ner_loss":1020.9595334249
}
}

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prototypes/fine_tuning_spaCy/output/model-best/ner/moves
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@ -1 +1 @@
‚ĄmovesŮx{"0":{},"1":{"RISIKOPROFIL":45},"2":{"RISIKOPROFIL":45},"3":{"RISIKOPROFIL":45},"4":{"RISIKOPROFIL":45,"":1},"5":{"":1}}Łcfg<66>§neg_keyŔ
‚¥movesÙô{"0":{},"1":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"2":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"3":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"4":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40,"":1},"5":{"":1}}£cfg<66>§neg_keyÀ

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prototypes/fine_tuning_spaCy/output/model-best/vocab/strings.json
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prototypes/fine_tuning_spaCy/output/model-last/meta.json
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@ -21,6 +21,7 @@
],
"ner":[
"AUSSCH\u00dcTTUNGSRENDITE",
"RISIKOPROFIL"
]
},
@ -36,17 +37,22 @@
],
"performance":{
"ents_f":1.0,
"ents_p":1.0,
"ents_f":0.9107142857,
"ents_p":0.8360655738,
"ents_r":1.0,
"ents_per_type":{
"RISIKOPROFIL":{
"p":1.0,
"r":1.0,
"f":1.0
},
"AUSSCH\u00dcTTUNGSRENDITE":{
"p":0.6296296296,
"r":1.0,
"f":0.7727272727
}
},
"tok2vec_loss":0.000000029,
"ner_loss":0.0000000614
"tok2vec_loss":34.4831294568,
"ner_loss":1020.9595334249
}
}

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prototypes/fine_tuning_spaCy/output/model-last/ner/model
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prototypes/fine_tuning_spaCy/output/model-last/ner/moves
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@ -1 +1 @@
‚ĄmovesŮx{"0":{},"1":{"RISIKOPROFIL":45},"2":{"RISIKOPROFIL":45},"3":{"RISIKOPROFIL":45},"4":{"RISIKOPROFIL":45,"":1},"5":{"":1}}Łcfg<66>§neg_keyŔ
‚¥movesÙô{"0":{},"1":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"2":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"3":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40},"4":{"RISIKOPROFIL":91,"AUSSCH\u00dcTTUNGSRENDITE":40,"":1},"5":{"":1}}£cfg<66>§neg_keyÀ

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prototypes/fine_tuning_spaCy/output/model-last/vocab/strings.json
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prototypes/fine_tuning_spaCy/requirements.txt
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@ -1,4 +1,4 @@
spacy==3.7.2
spacy-transformers==1.3.3
transformers==4.35.2
torch==2.1.0
torch

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prototypes/fine_tuning_spaCy/test_model.py
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@ -4,7 +4,7 @@ import json
from pathlib import Path
nlp = spacy.load("output/model-last")
input_pdf = Path("../ocr/output/Pitchbook 1-OCR.pdf")
input_pdf = Path("../ocr/output/Pitchbook 3-OCR.pdf")
doc = fitz.open(input_pdf)

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prototypes/fine_tuning_spaCy/training_data.py
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@ -1,66 +1,210 @@
TRAINING_DATA = [
(
"Core",
{"entities":[[0,4,"RISIKOPROFIL"]]},
{"entities": [[0, 4, "RISIKOPROFIL"]]},
),
(
"Core+",
{"entities":[[0,5,"RISIKOPROFIL"]]},
{"entities": [[0, 5, "RISIKOPROFIL"]]},
),
(
"Core/Core+",
{"entities":[[0,10,"RISIKOPROFIL"]]},
{"entities": [[0, 10, "RISIKOPROFIL"]]},
),
(
"Value Add",
{"entities":[[0,9,"RISIKOPROFIL"]]},
{"entities": [[0, 9, "RISIKOPROFIL"]]},
),
(
(
"Core/Value Add",
{"entities":[[0,14,"RISIKOPROFIL"]]},
{"entities": [[0, 14, "RISIKOPROFIL"]]},
),
(
(
"Core+/Value Add",
{"entities":[[0,15,"RISIKOPROFIL"]]},
{"entities": [[0, 15, "RISIKOPROFIL"]]},
),
(
(
"Core/Core+/Value Add",
{"entities":[[0,20,"RISIKOPROFIL"]]},
),
{"entities": [[0, 20, "RISIKOPROFIL"]]},
),
(
"The RE portfolio of the fund is a good illustration of Fond expertise in European core/core+ investments .",
{"entities":[[82,92,"RISIKOPROFIL"]]},
{"entities": [[82, 92, "RISIKOPROFIL"]]},
),
(
"Risk level: Core/Core+",
{"entities":[[12,22,"RISIKOPROFIL"]]},
{"entities": [[12, 22, "RISIKOPROFIL"]]},
),
(
(
"Different risk profile (core, core+, value-added)",
{"entities":[[24,48,"RISIKOPROFIL"]]},
),
{"entities": [[24, 48, "RISIKOPROFIL"]]},
),
(
"Core/Core+ with OpCo premium",
{"entities":[[0,10,"RISIKOPROFIL"]]},
{"entities": [[0, 10, "RISIKOPROFIL"]]},
),
(
(
"Core /Core+ Assets, well-established = Key Gateway Cities in Europe le.g. hotels in the market with minor asset London, Paris, Amsterdam, Berlin] management initiatives",
{"entities":[[0,11,"RISIKOPROFIL"]]},
{"entities": [[0, 11, "RISIKOPROFIL"]]},
),
(
"Risikoprofil: Core, Core +",
{"entities":[[14,26,"RISIKOPROFIL"]]},
{"entities": [[14, 26, "RISIKOPROFIL"]]},
),
(
"Name des Fonds Name des Investmentmanagers Allgemeine Informationen Name des Ansprechpartners Telefonnummer des Ansprechpartners E-Mail des Ansprechpartners Art des Anlagevehikels Struktur des Anlagevehikels Sitz des Anlagevehikels Struktur des Antagevehikels vom Manager festgelegter Stil Rechtsform Jahr des ersten Closings Laufzeit Geplantes Jahr der Auflösung Ziel-Netto-IRR / Gesamtrendite* Zielvolumen des Anlagevehikels Ziel-LTY ‚Aktueller LTV Ziirraiaein Maximaler LTV Zielregionfen)/Jand Zielsektoren Zielanlagestrategie INREV Fonds Offen Deutschland Core, Core + Offener Immobilien-Spezialfonds 2022 10 - 12 Jahre 2032 - 2034 7,50%+ 250 Mio. € 20% 0% 20% Führende Metropolregionen Deutschlands und ausgewählte Standorte >50T Einw. Wohnimmobilien Wertstabile Wohnimmobilien (mit Bestandsentwicklungen)",
{"entities":[[560,572,"RISIKOPROFIL"]]},
{"entities": [[560, 572, "RISIKOPROFIL"]]},
),
(
"Core/Core+ strategy, with tactical exposure to development projects aiming at enhancing the quality of the portfolio over time",
{"entities":[[0,10,"RISIKOPROFIL"]]},
{"entities": [[0, 10, "RISIKOPROFIL"]]},
),
(
"Strategie - Übersicht Risikoprofil Core+ Halten-Strategie Kaufen — Halten (langfristig) — Exit 1. Nachvermietungsstrategie Anlagestrategien 2. Standortaufwertungsstrategie 3. Strategie der Aufwertung der Immobilien Niederlande (max. 35 %) Länderallokation Frankreich (max. 35 %) (in % vom Zielvolumen) Skandinavien (Schweden, Dänemark) (max. 35 %) Deutschland (<= 10 %)",
{"entities":[[35,40,"RISIKOPROFIL"]]},
{"entities": [[35, 40, "RISIKOPROFIL"]]},
),
(
"Core and Core+",
{"entities": [[0, 14, "RISIKOPROFIL"]]},
),
(
"core, core+, value-added",
{"entities": [[0, 24, "RISIKOPROFIL"]]},
),
(
"Manage to Core: max 20%",
{"entities": [[10, 14, "RISIKOPROFIL"]]},
),
(
"Benefits of the core/ core+ segment",
{"entities": [[16, 27, "RISIKOPROFIL"]]},
),
(
"Drawbacks of the core/ core+ segment",
{"entities": [[17, 28, "RISIKOPROFIL"]]},
),
(
"Why a Core / Core + investment program?",
{"entities": [[6, 19, "RISIKOPROFIL"]]},
),
(
"Different risk profile (core, core+, value-added)",
{"entities": [[24, 48, "RISIKOPROFIL"]]},
),
(
"INK MGallery Hotel Area: Amsterdam Core Tenant: Closed in 2018",
{"entities": [[35, 39, "RISIKOPROFIL"]]},
),
(
"A strategy targeting high quality Core and Core+ buildings, with defined SRI objectives, in order to extract value through an active asset management.",
{"entities": [[34, 48, "RISIKOPROFIL"]]},
),
(
"Navigate the diversity of the Core/Core+ investment opportunities in European Prime Cities",
{"entities": [[30, 40, "RISIKOPROFIL"]]},
),
(
"GEDis an open-ended Lux-based fund providing an attractive core/core+ real estate exposure, leveraging GRRE expertise in European RE markets. It offers diversification in terms of pan-European geographies and sectors: Offices, Retail and Hotels.",
{"entities": [[59, 69, "RISIKOPROFIL"]]},
),
(
"Core assets leave less room for active asset management value creation",
{"entities": [[0, 4, "RISIKOPROFIL"]]},
),
(
"capital preservation is defined here as a characteristic of core/core+ investments. There is no guarantee of capital.",
{"entities": [[60, 70, "RISIKOPROFIL"]]},
),
(
"Country / city BELGIUM Brussels BELGIUM Brussels SPAIN Madrid FRANCE Levallois FRANCE Paris 14 BELGIUM Brussels NETHERLANDS Rotterdam NETHERLANDS Rotterdam Sector Offices Offices Offices Offices Offices Offices Offices Logistics Risk Core",
{"entities": [[234, 238, "RISIKOPROFIL"]]},
),
(
"GERD(a balanced pan-European open ended retail fund — under the form of a French collective undertaking for Real Estate investments “OPCI”) is the flagship ofQin France and combines RE and listed assets (respective targets of 60% and 40%) with max. 40% leverage. The RE portfolio of the fund is a good illustration Of expertise in European core/core+ investments.",
{"entities": [[340, 350, "RISIKOPROFIL"]]},
),
(
"Prime office assets in Prime markets are very pricey unless rent reversion is real. Risk premium remains attractive on a leveraged basis. Manage to core or build to core can make sense as a LT investor in main cities. Residential is also attractive",
{"entities": [[148, 152, "RISIKOPROFIL"]]},
),
(
"Paris region is a deep and liquid market. Rents have some potential to improve. Considering current low yield and fierce competition, office right outside CBD for Core + assets can be considered. Manage to core strategies could make sense.",
{"entities": [[163, 169, "RISIKOPROFIL"]]},
),
(
"Lisbon is a small market but it experienced a rapid economic recovery in recent years and is interesting for Core Offices, quality Retail assetor Hotel walls with top operators. Limited liquidity of this market means investment must be small",
{"entities": [[109, 113, "RISIKOPROFIL"]]},
),
(
"4,0 %",
{"entities": [[0, 5, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Prognostizierte jährliche Ausschüttung von 4,0%",
{"entities": [[44, 48, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"20% über einer @ Ausschüttungsrendite von 4,0%",
{"entities": [[44, 48, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Prognostizierte Ausschüttungsrandite* Mindestanlage Mitgliedschaft Im Anlagesusschuss Ankaufs- / Verkaufs- / Verkaufs(Teflimmobilfe)- / Baumanagementgebahr (inkl. USt.) Parformanceabhängige Vergütung Einmalige Strukturierungsgebühr Laufzeit / Investtionszeltraum Ausschüttungsintervalle Deutsche Metropolregianen und umliegende Regionen mit Städten >50T Einwohner Artikel 8 Wohnimmobilien Deutschland ‚Aktive Bestandsentwicklung Offener Spezial-AlF mit festen Anlagebedingungen rd. 200 Mio. € / max. 20% rd. 250 Mio. € 7,5 % (nach Kosten & Gebühren, vor Steuern) 8 4,0 % {nach Kosten & Gebühren, var Steuern}",
{"entities": [[570, 575, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"5,00-5,25 % Ausschüttungsrendite",
{"entities": [[0, 11, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Zielrendite 5,00-5,25 % Ausschüttungsrendite",
{"entities": [[12, 23, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 4,9% 5,3%",
{"entities": [[21, 25, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 4,9% 5,3%",
{"entities": [[26, 30, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschittungsrendite 3,8% 5,7%",
{"entities": [[20, 24, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschittungsrendite 3,8% 5,7%",
{"entities": [[25, 29, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 4,5% 4,6%",
{"entities": [[21, 25, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 4,5% 4,6%",
{"entities": [[26, 30, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 5,0% 4,7%",
{"entities": [[26, 30, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite 5,0% 4,7%",
{"entities": [[21, 25, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite “eons a Nuremberg aha 5,0 % 4,8 %",
{"entities": [[43, 48, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"Auschüttungsrendite “eons a Nuremberg aha 5,0 % 4,8 %",
{"entities": [[49, 54, "AUSSCHÜTTUNGSRENDITE"]]},
),
(
"3-4% dividend yield",
{"entities": [[0, 4, "AUSSCHÜTTUNGSRENDITE"]]},
)
]
]