Prism Geo · city intelligence · pilot
Prism Geo · Rankings · Tax Collection
Governance & policy · evidence ranking · 2021–2025

Which Indian cities show the strongest tax collection reporting signal?

A comparison of 45 Indian cities covered by Prism Geo. 18 pass the evidence gates and are ranked by exact tax_collection-tagged news reports per 10,000 civic reports. This measures the prominence of a topic in coverage—not real-world incidence, prevalence, or safety.

Geographic view · 18 city-linked districts

Where the tax collection reporting signal is concentrated

Every highlighted polygon is the 2021 administrative district containing a ranked city's coordinate. Color shows the city's reporting-signal rank band—not a measured district-wide rate, prevalence, or severity assessment.

Ranks 1–5Ranks 6–10Ranks 11–18 Not ranked
Indian districts containing cities in the tax collection reporting ranking India's national silhouette has a soft boundary shadow. District lines are subdued, while the 18 districts containing ranked cities are highlighted by rank. #17 Bhopal — Bhopal district proxy — 2.41 tagged reports per 10,000 civic reports#4 Vadodara — Vadodara district proxy — 10.64 tagged reports per 10,000 civic reports#14 Gurugram — Gurgaon district proxy — 3.36 tagged reports per 10,000 civic reports#11 Chandigarh — Chandigarh district proxy — 4.48 tagged reports per 10,000 civic reports#13 Raipur — Raipur district proxy — 3.37 tagged reports per 10,000 civic reports#12 Dehradun — Dehradun district proxy — 4.10 tagged reports per 10,000 civic reports#9 Ludhiana — Ludhiana district proxy — 5.45 tagged reports per 10,000 civic reports#3 Mysuru — Mysore district proxy — 10.70 tagged reports per 10,000 civic reports#10 Bengaluru — Bangalore district proxy — 4.98 tagged reports per 10,000 civic reports#1 Nashik — Nashik district proxy — 54.46 tagged reports per 10,000 civic reports#6 Pune — Pune district proxy — 7.45 tagged reports per 10,000 civic reports#2 Thane — Thane district proxy — 21.51 tagged reports per 10,000 civic reports#18 Mumbai — Mumbai Suburban district proxy — 2.09 tagged reports per 10,000 civic reports#7 Bhubaneswar — Khordha district proxy — 6.32 tagged reports per 10,000 civic reports#8 Mathura — Mathura district proxy — 5.57 tagged reports per 10,000 civic reports#16 Lucknow — Lucknow district proxy — 2.83 tagged reports per 10,000 civic reports#5 Chennai — Chennai district proxy — 8.64 tagged reports per 10,000 civic reports#15 New Delhi — Central district proxy — 3.13 tagged reports per 10,000 civic reports

Boundary geometry: geoBoundaries, ADM2, 2021 representation, Open Data Commons Open Database License 1.0. Districts are visual locators for city-ranked data and may not reflect later administrative changes.

How to read this ranking

Nashik leads the normalized comparison at 54.46 tagged reports per 10,000 civic reports. New Delhi leads raw volume with 93 reports. The two leaders can differ because normalization controls for each city's overall civic-news footprint.

Cities evaluated
45
existing India profiles
Cities ranked
18
passed both evidence gates
Normalized leader
Nashik
54.46 per 10K
Raw-volume leader
New Delhi
93 tagged reports
Largest recent rise
Bengaluru
+1.23 per-10K points
National comparison
-1.07
recent per-10K change
Computed findings
What stands out
Complete ranking
Primary and companion measures

Tax Collection reporting signal by city

The primary rank uses tagged reports per 10,000 civic reports. Raw rank, recent change, and active years show whether a result depends on city size, timing, or a narrow burst.

RankCitySignal / 10KTagged reportsRaw rankRecent changeActive years
1Nashik
Maharashtra
54.46196-43.944/5
2Thane
Maharashtra
21.51167-15.394/5
3Mysuru
Karnataka
10.70513+2.912/5
4Vadodara
Gujarat
10.64318-18.162/5
5Chennai
Tamil Nadu
8.64245+0.245/5
6Pune
Maharashtra
7.45273+0.525/5
7Bhubaneswar
Odisha
6.32118-6.715/5
8Mathura
Uttar Pradesh
5.57316+7.562/5
9Ludhiana
Punjab
5.45712-2.734/5
10Bengaluru
Karnataka
4.98292+1.235/5
11Chandigarh
Chandigarh
4.48109-6.613/5
12Dehradun
Uttarakhand
4.10415+0.683/5
13Raipur
Chhattisgarh
3.37317-0.733/5
14Gurugram
Haryana
3.36811+1.195/5
15New Delhi
Delhi
3.13931-1.485/5
16Lucknow
Uttar Pradesh
2.831010+1.235/5
17Bhopal
Madhya Pradesh
2.41414-1.233/5
18Mumbai
Maharashtra
2.09254-0.105/5

A city qualifies with at least 3 exact-tag reports and 300 total civic reports across complete years 2021–2025.

City-by-city evidence
Normalized #1 · raw-volume #6 · qualified coverage base

Nashik: Tax Collection reporting profile

19 tagged reports appeared within 3,489 civic reports in 2021–2025, equal to 54.46 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 65.92 in 2021–2023 versus 21.98 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
54.46
per 10K civic reports
Tagged coverage
19
4 active years
Recent change
-43.94
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 53.19/10K (3 reports)2022 · 86.79/10K (9 reports)2023 · 51.12/10K (5 reports)2024 · 0.00/10K (0 reports)2025 · 36.76/10K (2 reports)
Classifier category mix
Governance & policy · 19

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Nashik's broader civic problems analysis →
Normalized #2 · raw-volume #7 · qualified coverage base

Thane: Tax Collection reporting profile

16 tagged reports appeared within 7,439 civic reports in 2021–2025, equal to 21.51 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 26.90 in 2021–2023 versus 11.51 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
21.51
per 10K civic reports
Tagged coverage
16
4 active years
Recent change
-15.39
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 18.28/10K (2 reports)2022 · 12.00/10K (2 reports)2023 · 43.46/10K (9 reports)2024 · 0.00/10K (0 reports)2025 · 25.75/10K (3 reports)
Classifier category mix
Governance & policy · 16

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Thane's broader civic problems analysis →
Normalized #3 · raw-volume #13 · qualified coverage base

Mysuru: Tax Collection reporting profile

5 tagged reports appeared within 4,674 civic reports in 2021–2025, equal to 10.70 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 9.15 in 2021–2023 versus 12.06 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
10.70
per 10K civic reports
Tagged coverage
5
2 active years
Recent change
+2.91
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 35.34/10K (2 reports)2022 · 0.00/10K (0 reports)2023 · 0.00/10K (0 reports)2024 · 0.00/10K (0 reports)2025 · 28.93/10K (3 reports)
Classifier category mix
Governance & policy · 5

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mysuru's broader civic problems analysis →
Normalized #4 · raw-volume #18 · qualified coverage base

Vadodara: Tax Collection reporting profile

3 tagged reports appeared within 2,820 civic reports in 2021–2025, equal to 10.64 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 18.16 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
10.64
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
-18.16
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 18.21/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 40.65/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 3

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Vadodara's broader civic problems analysis →
Normalized #5 · raw-volume #5 · established coverage base

Chennai: Tax Collection reporting profile

24 tagged reports appeared within 27,784 civic reports in 2021–2025, equal to 8.64 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 8.53 in 2021–2023 versus 8.77 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
8.64
per 10K civic reports
Tagged coverage
24
5 active years
Recent change
+0.24
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.36/10K (1 reports)2022 · 6.31/10K (3 reports)2023 · 12.00/10K (9 reports)2024 · 11.66/10K (7 reports)2025 · 6.11/10K (4 reports)
Classifier category mix
Governance & policy · 24

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Chennai's broader civic problems analysis →
Normalized #6 · raw-volume #3 · established coverage base

Pune: Tax Collection reporting profile

27 tagged reports appeared within 36,239 civic reports in 2021–2025, equal to 7.45 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 7.23 in 2021–2023 versus 7.75 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
7.45
per 10K civic reports
Tagged coverage
27
5 active years
Recent change
+0.52
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 1.65/10K (1 reports)2022 · 10.96/10K (8 reports)2023 · 8.13/10K (6 reports)2024 · 6.16/10K (5 reports)2025 · 9.49/10K (7 reports)
Classifier category mix
Governance & policy · 27

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Pune's broader civic problems analysis →
Normalized #7 · raw-volume #8 · qualified coverage base

Bhubaneswar: Tax Collection reporting profile

11 tagged reports appeared within 17,398 civic reports in 2021–2025, equal to 6.32 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 9.30 in 2021–2023 versus 2.59 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
6.32
per 10K civic reports
Tagged coverage
11
5 active years
Recent change
-6.71
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.19/10K (2 reports)2022 · 2.91/10K (1 reports)2023 · 17.32/10K (6 reports)2024 · 2.70/10K (1 reports)2025 · 2.49/10K (1 reports)
Classifier category mix
Governance & policy · 11

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bhubaneswar's broader civic problems analysis →
Normalized #8 · raw-volume #16 · qualified coverage base

Mathura: Tax Collection reporting profile

3 tagged reports appeared within 5,388 civic reports in 2021–2025, equal to 5.57 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.88 in 2021–2023 versus 10.44 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
5.57
per 10K civic reports
Tagged coverage
3
2 active years
Recent change
+7.56
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 6.89/10K (1 reports)2023 · 0.00/10K (0 reports)2024 · 17.47/10K (2 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 3

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mathura's broader civic problems analysis →
Normalized #9 · raw-volume #12 · qualified coverage base

Ludhiana: Tax Collection reporting profile

7 tagged reports appeared within 12,851 civic reports in 2021–2025, equal to 5.45 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.08 in 2021–2023 versus 3.35 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
5.45
per 10K civic reports
Tagged coverage
7
4 active years
Recent change
-2.73
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.07/10K (1 reports)2022 · 4.80/10K (2 reports)2023 · 9.26/10K (3 reports)2024 · 7.04/10K (1 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 7

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Ludhiana's broader civic problems analysis →
Normalized #10 · raw-volume #2 · established coverage base

Bengaluru: Tax Collection reporting profile

29 tagged reports appeared within 58,199 civic reports in 2021–2025, equal to 4.98 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 4.38 in 2021–2023 versus 5.61 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
4.98
per 10K civic reports
Tagged coverage
29
5 active years
Recent change
+1.23
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.94/10K (5 reports)2022 · 3.71/10K (4 reports)2023 · 3.17/10K (4 reports)2024 · 5.25/10K (7 reports)2025 · 5.93/10K (9 reports)
Classifier category mix
Governance & policy · 29

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bengaluru's broader civic problems analysis →
Normalized #11 · raw-volume #9 · qualified coverage base

Chandigarh: Tax Collection reporting profile

10 tagged reports appeared within 22,311 civic reports in 2021–2025, equal to 4.48 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 6.61 in 2021–2023 versus 0.00 in 2024–2025. The city's peak normalized year was 2022.

Normalized signal
4.48
per 10K civic reports
Tagged coverage
10
3 active years
Recent change
-6.61
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 4.63/10K (2 reports)2022 · 8.65/10K (5 reports)2023 · 5.96/10K (3 reports)2024 · 0.00/10K (0 reports)2025 · 0.00/10K (0 reports)
Classifier category mix
Governance & policy · 10

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Chandigarh's broader civic problems analysis →
Normalized #12 · raw-volume #15 · qualified coverage base

Dehradun: Tax Collection reporting profile

4 tagged reports appeared within 9,750 civic reports in 2021–2025, equal to 4.10 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 3.79 in 2021–2023 versus 4.47 in 2024–2025. The city's peak normalized year was 2025.

Normalized signal
4.10
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
+0.68
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 5.32/10K (1 reports)2023 · 5.47/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 9.50/10K (2 reports)
Classifier category mix
Governance & policy · 4

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Dehradun's broader civic problems analysis →
Normalized #13 · raw-volume #17 · qualified coverage base

Raipur: Tax Collection reporting profile

3 tagged reports appeared within 8,910 civic reports in 2021–2025, equal to 3.37 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 3.65 in 2021–2023 versus 2.92 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.37
per 10K civic reports
Tagged coverage
3
3 active years
Recent change
-0.73
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.42/10K (1 reports)2022 · 0.00/10K (0 reports)2023 · 4.11/10K (1 reports)2024 · 0.00/10K (0 reports)2025 · 5.30/10K (1 reports)
Classifier category mix
Governance & policy · 3

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Raipur's broader civic problems analysis →
Normalized #14 · raw-volume #11 · qualified coverage base

Gurugram: Tax Collection reporting profile

8 tagged reports appeared within 23,841 civic reports in 2021–2025, equal to 3.36 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.86 in 2021–2023 versus 4.05 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.36
per 10K civic reports
Tagged coverage
8
5 active years
Recent change
+1.19
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 7.28/10K (2 reports)2022 · 1.75/10K (1 reports)2023 · 1.82/10K (1 reports)2024 · 1.94/10K (1 reports)2025 · 6.36/10K (3 reports)
Classifier category mix
Governance & policy · 8

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Gurugram's broader civic problems analysis →
Normalized #15 · raw-volume #1 · high coverage base

New Delhi: Tax Collection reporting profile

93 tagged reports appeared within 297,207 civic reports in 2021–2025, equal to 3.13 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 3.71 in 2021–2023 versus 2.23 in 2024–2025. The city's peak normalized year was 2021.

Normalized signal
3.13
per 10K civic reports
Tagged coverage
93
5 active years
Recent change
-1.48
per-10K points
Action marker
1.1%
classifier coverage
20212025
Annual evidence
2021 · 7.29/10K (33 reports)2022 · 2.31/10K (15 reports)2023 · 2.69/10K (19 reports)2024 · 1.79/10K (11 reports)2025 · 2.73/10K (15 reports)
Classifier category mix
Governance & policy · 92Corruption Fraud · 1

The classifier marked authority or institutional action in 1 reports (1.1%) and conclusion language in 1 (1.1%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open New Delhi's broader civic problems analysis →
Normalized #16 · raw-volume #10 · qualified coverage base

Lucknow: Tax Collection reporting profile

10 tagged reports appeared within 35,340 civic reports in 2021–2025, equal to 2.83 per 10,000. The recent-period comparison shows a rising share of local civic coverage: 2.34 in 2021–2023 versus 3.57 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.83
per 10K civic reports
Tagged coverage
10
5 active years
Recent change
+1.23
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 3.00/10K (2 reports)2022 · 2.48/10K (2 reports)2023 · 1.52/10K (1 reports)2024 · 3.94/10K (3 reports)2025 · 3.13/10K (2 reports)
Classifier category mix
Governance & policy · 10

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Lucknow's broader civic problems analysis →
Normalized #17 · raw-volume #14 · qualified coverage base

Bhopal: Tax Collection reporting profile

4 tagged reports appeared within 16,621 civic reports in 2021–2025, equal to 2.41 per 10,000. The recent-period comparison shows a falling share of local civic coverage: 2.86 in 2021–2023 versus 1.63 in 2024–2025. The city's peak normalized year was 2023.

Normalized signal
2.41
per 10K civic reports
Tagged coverage
4
3 active years
Recent change
-1.23
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 0.00/10K (0 reports)2022 · 2.78/10K (1 reports)2023 · 4.87/10K (2 reports)2024 · 0.00/10K (0 reports)2025 · 2.81/10K (1 reports)
Classifier category mix
Governance & policy · 4

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Bhopal's broader civic problems analysis →
Normalized #18 · raw-volume #4 · established coverage base

Mumbai: Tax Collection reporting profile

25 tagged reports appeared within 119,517 civic reports in 2021–2025, equal to 2.09 per 10,000. The recent-period comparison shows a broadly stable share of local civic coverage: 2.13 in 2021–2023 versus 2.03 in 2024–2025. The city's peak normalized year was 2024.

Normalized signal
2.09
per 10K civic reports
Tagged coverage
25
5 active years
Recent change
-0.10
per-10K points
Action marker
0.0%
classifier coverage
20212025
Annual evidence
2021 · 2.16/10K (5 reports)2022 · 2.80/10K (8 reports)2023 · 1.28/10K (3 reports)2024 · 3.81/10K (8 reports)2025 · 0.43/10K (1 reports)
Classifier category mix
Governance & policy · 25

The classifier marked authority or institutional action in 0 reports (0.0%) and conclusion language in 0 (0.0%). These are article-level signals: repeated coverage can refer to the same underlying event, and the markers do not prove official resolution.

Open Mumbai's broader civic problems analysis →
National trend and methodology
All 45 cities

Annual normalized signal

20212025
2021 · 4.30/10K (67)2022 · 3.21/10K (70)2023 · 3.79/10K (82)2024 · 2.34/10K (48)2025 · 2.95/10K (57)

Annual values use all covered cities, including cities that do not pass the page-level ranking gate.

Transparent limits

How Prism Geo built this ranking

  • Universe: 45 Indian cities with an existing Prism Geo city manifest; conservative legacy names such as Bangalore/Bengaluru are merged.
  • Window: complete calendar years 2021–2025. Partial 2026 data is excluded.
  • Signal: the exact source tag tax_collection; topic variants are not silently combined.
  • Score: tagged reports ÷ all civic reports × 10,000; raw volume is shown alongside it.
  • Coverage, action, and conclusion figures are classifier outputs. Multiple reports can concern one event, and absence of coverage is not absence of a problem.

Source: marketai.civic_geo_agg. This dataset supports comparison of reporting patterns only; it cannot establish actual case counts, risk, prevalence, or official performance.

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