Analysis of OpenStreetMap contributions using StreetComplete, a mobile mapping application.
# Monthly StreetComplete statistics with totals and percentages
df_monthly = duckdb.sql("""
WITH monthly_total AS (
SELECT
year,
month,
CONCAT(year, '-', LPAD(CAST(month as VARCHAR), 2, '0')) as months,
COUNT(DISTINCT user_name) as total_contributors,
CAST(SUM(edit_count) as BIGINT) as total_edits
FROM '../changeset_data/year=*/month=*/*.parquet'
GROUP BY year, month
),
monthly_streetcomplete AS (
SELECT
year,
month,
CONCAT(year, '-', LPAD(CAST(month as VARCHAR), 2, '0')) as months,
COUNT(DISTINCT user_name) as sc_contributors,
CAST(SUM(edit_count) as BIGINT) as sc_edits
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE created_by = 'StreetComplete'
GROUP BY year, month
)
SELECT
mt.months,
mt.total_contributors as "Total Contributors",
COALESCE(msc.sc_contributors, 0) as "StreetComplete Contributors",
mt.total_edits as "Total Edits",
COALESCE(msc.sc_edits, 0) as "StreetComplete Edits",
ROUND((COALESCE(msc.sc_contributors, 0) * 100.0) / mt.total_contributors, 2) as "Percent Contributors using StreetComplete",
ROUND((COALESCE(msc.sc_edits, 0) * 100.0) / mt.total_edits, 2) as "Percent Edits from StreetComplete"
FROM monthly_total mt
LEFT JOIN monthly_streetcomplete msc ON mt.year = msc.year AND mt.month = msc.month
ORDER BY mt.year, mt.month
""").df()
util.show_figure(
[
util.FigureConfig(
title="Monthly StreetComplete Edits",
label="Total Edits",
x_col="months",
y_col="StreetComplete Edits",
query_or_df=df_monthly,
),
util.FigureConfig(
title="Percentage of Edits from StreetComplete",
label="Edits Percentage",
x_col="months",
y_col="Percent Edits from StreetComplete",
y_unit_hover_template="%",
query_or_df=df_monthly,
),
util.FigureConfig(
title="Monthly StreetComplete Contributors",
label="Total Contributors",
x_col="months",
y_col="StreetComplete Contributors",
query_or_df=df_monthly,
),
util.FigureConfig(
title="Percentage of Contributors using StreetComplete",
label="Contributors Percentage",
x_col="months",
y_col="Percent Contributors using StreetComplete",
y_unit_hover_template="%",
query_or_df=df_monthly,
),
]
)
# Yearly breakdown by StreetComplete quest types
query_yearly_quests = """
WITH user_first_year AS (
SELECT
user_name,
streetcomplete_quest,
MIN(year) as first_year
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE streetcomplete_quest IS NOT NULL AND created_by = 'StreetComplete'
GROUP BY user_name, streetcomplete_quest
),
quest_totals AS (
SELECT
streetcomplete_quest as "StreetComplete Quest",
CAST(SUM(edit_count) as BIGINT) as total_edits_all_time,
CAST(SUM(CASE WHEN year >= 2021 THEN edit_count ELSE 0 END) as BIGINT) as total_edits_2021_now,
CAST(COUNT(DISTINCT user_name) as BIGINT) as total_contributors_all_time,
CAST(COUNT(DISTINCT CASE WHEN year >= 2021 THEN user_name END) as BIGINT) as total_contributors_2021_now
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE streetcomplete_quest IS NOT NULL AND created_by = 'StreetComplete'
GROUP BY streetcomplete_quest
),
yearly_metrics AS (
SELECT
d.year,
d.streetcomplete_quest as "StreetComplete Quest",
CAST(SUM(d.edit_count) as BIGINT) as "Edits",
CAST(COUNT(DISTINCT d.user_name) as BIGINT) as "Contributors",
CAST(COUNT(DISTINCT CASE WHEN ufy.first_year = d.year THEN d.user_name END) as BIGINT) as "New Contributors"
FROM '../changeset_data/year=*/month=*/*.parquet' d
LEFT JOIN user_first_year ufy
ON d.user_name = ufy.user_name AND d.streetcomplete_quest = ufy.streetcomplete_quest
WHERE d.streetcomplete_quest IS NOT NULL AND created_by = 'StreetComplete'
GROUP BY d.year, d.streetcomplete_quest
)
SELECT
ym.year,
ym."StreetComplete Quest",
ym."Edits",
ym."New Contributors",
ym."Contributors",
qt.total_edits_all_time as "Total Edits",
qt.total_edits_2021_now as "Total Edits (2021 - Now)",
qt.total_contributors_all_time as "Total Contributors",
qt.total_contributors_2021_now as "Total Contributors (2021 - Now)"
FROM yearly_metrics ym
JOIN quest_totals qt
ON ym."StreetComplete Quest" = qt."StreetComplete Quest"
ORDER BY year DESC, "Edits" DESC
"""
df_yearly_quests = duckdb.sql(query_yearly_quests).df()
# Get all StreetComplete quests
all_contributors = df_yearly_quests.groupby("StreetComplete Quest")["Total Contributors"].first()
all_contributors_2021_now = df_yearly_quests.groupby("StreetComplete Quest")["Total Contributors (2021 - Now)"].first()
all_edits = df_yearly_quests.groupby("StreetComplete Quest")["Total Edits"].first()
all_edits_2021_now = df_yearly_quests.groupby("StreetComplete Quest")["Total Edits (2021 - Now)"].first()
table_configs = [
util.TableConfig(
title="All StreetComplete Quests by Edits (All Time)",
query_or_df=df_yearly_quests[df_yearly_quests["StreetComplete Quest"].isin(all_edits.index)],
x_axis_col="year",
y_axis_col="StreetComplete Quest",
value_col="Edits",
center_columns=["Rank", "StreetComplete Quest"],
sum_col="Total Edits",
),
util.TableConfig(
title="All StreetComplete Quests by Edits (2021 - Now)",
query_or_df=df_yearly_quests[
(df_yearly_quests["StreetComplete Quest"].isin(all_edits_2021_now.index))
& (df_yearly_quests["year"] >= 2021)
],
x_axis_col="year",
y_axis_col="StreetComplete Quest",
value_col="Edits",
center_columns=["Rank", "StreetComplete Quest"],
sum_col="Total Edits (2021 - Now)",
),
util.TableConfig(
title="All StreetComplete Quests by Contributors (All Time)",
query_or_df=df_yearly_quests[df_yearly_quests["StreetComplete Quest"].isin(all_contributors.index)],
x_axis_col="year",
y_axis_col="StreetComplete Quest",
value_col="Contributors",
center_columns=["Rank", "StreetComplete Quest"],
sum_col="Total Contributors",
),
util.TableConfig(
title="All StreetComplete Quests by Contributors (2021 - Now)",
query_or_df=df_yearly_quests[
(df_yearly_quests["StreetComplete Quest"].isin(all_contributors_2021_now.index))
& (df_yearly_quests["year"] >= 2021)
],
x_axis_col="year",
y_axis_col="StreetComplete Quest",
value_col="Contributors",
center_columns=["Rank", "StreetComplete Quest"],
sum_col="Total Contributors (2021 - Now)",
),
]
util.show_tables(table_configs)
| Rank | StreetComplete Quest | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | 2024 | 2025 | 2026 | Total Edits |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | AddRoadSurface | 0 | 699,689 | 534,690 | 428,070 | 495,755 | 1,268,801 | 1,372,576 | 1,295,203 | 1,097,473 | 1,004,706 | 65,076 | 8,262,039 |
| 2 | AddBuildingType | 0 | 0 | 216,587 | 277,087 | 629,114 | 1,734,569 | 1,569,203 | 1,844,920 | 424,202 | 200,073 | 10,768 | 6,906,523 |
| 3 | AddPathSurface | 0 | 0 | 42,597 | 147,386 | 305,052 | 945,990 | 792,385 | 770,873 | 696,578 | 718,132 | 47,095 | 4,466,088 |
| 4 | AddBuildingLevels | 0 | 84,190 | 137,679 | 159,553 | 396,895 | 1,191,453 | 925,245 | 666,977 | 367,324 | 255,946 | 14,121 | 4,199,383 |
| 5 | AddWayLit | 0 | 108,264 | 226,736 | 300,578 | 484,734 | 1,254,731 | 830,955 | 268,971 | 181,533 | 196,161 | 9,881 | 3,862,544 |
| 6 | AddRoofShape | 0 | 20,325 | 53,298 | 64,678 | 175,129 | 859,815 | 479,642 | 514,202 | 300,123 | 199,564 | 10,439 | 2,677,215 |
| 7 | AddLanes | 0 | 30 | 4 | 0 | 86,518 | 360,137 | 325,064 | 462,378 | 620,850 | 523,541 | 11,793 | 2,390,315 |
| 8 | WayLitOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 297,388 | 564,698 | 701,792 | 505,429 | 55,826 | 2,125,133 |
| 9 | AddHousenumber | 0 | 22,274 | 41,388 | 46,692 | 140,891 | 449,951 | 373,106 | 363,683 | 274,675 | 265,884 | 15,723 | 1,994,267 |
| 10 | AddTactilePavingCrosswalk | 0 | 24,245 | 32,007 | 40,078 | 69,991 | 247,461 | 255,770 | 287,829 | 301,583 | 273,678 | 19,042 | 1,551,684 |
| 11 | SurfaceOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 385,762 | 576,655 | 547,250 | 31,610 | 1,541,279 |
| 12 | AddCycleway | 0 | 33,375 | 69,445 | 41,524 | 103,286 | 420,511 | 407,895 | 94,324 | 128,611 | 82,114 | 4,430 | 1,385,515 |
| 13 | AddAddressStreet | 0 | 0 | 2 | 0 | 82,161 | 272,681 | 290,402 | 301,677 | 212,892 | 188,979 | 12,615 | 1,361,409 |
| 14 | BuildingsOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 712,219 | 597,548 | 32,119 | 1,341,886 |
| 15 | SidewalkOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 264,840 | 394,832 | 364,794 | 285,274 | 16,010 | 1,325,750 |
| 16 | AddSidewalk | 0 | 42 | 0 | 33,321 | 75,386 | 470,991 | 355,272 | 95,050 | 108,272 | 87,934 | 4,609 | 1,230,877 |
| 17 | AddOpeningHours | 51 | 34,486 | 26,123 | 29,430 | 47,722 | 127,157 | 159,243 | 188,509 | 207,243 | 223,399 | 16,751 | 1,060,114 |
| 18 | AddRoadSmoothness | 0 | 0 | 0 | 0 | 0 | 2,545 | 322,810 | 293,140 | 222,317 | 205,618 | 10,628 | 1,057,058 |
| 19 | AddCrossingIsland | 0 | 0 | 0 | 0 | 22,171 | 202,473 | 171,395 | 191,628 | 203,887 | 188,316 | 12,696 | 992,566 |
| 20 | CyclewayOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 56,675 | 340,081 | 264,068 | 204,940 | 13,582 | 879,346 |
| 21 | AddPathSmoothness | 0 | 0 | 0 | 0 | 0 | 1,980 | 212,163 | 192,632 | 161,298 | 149,350 | 8,116 | 725,539 |
| 22 | AddBusStopShelter | 0 | 23,562 | 17,436 | 20,509 | 27,122 | 88,251 | 113,782 | 145,409 | 122,799 | 114,852 | 8,078 | 681,800 |
| 23 | CheckExistence | 0 | 0 | 0 | 0 | 7,348 | 164,173 | 105,927 | 117,287 | 122,626 | 149,961 | 9,670 | 676,992 |
| 24 | AddMaxSpeed | 0 | 115,619 | 121,007 | 39,269 | 52,261 | 76,950 | 73,380 | 79,061 | 63,297 | 49,262 | 2,475 | 672,581 |
| 25 | ThingsOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 270,984 | 379,936 | 20,688 | 671,608 |
| 26 | AddBinStatusOnBusStop | 0 | 0 | 0 | 0 | 0 | 88,167 | 149,902 | 167,280 | 137,911 | 118,635 | 7,359 | 669,254 |
| 27 | AddBenchStatusOnBusStop | 0 | 0 | 0 | 0 | 18,642 | 102,800 | 123,969 | 146,966 | 121,991 | 108,371 | 7,057 | 629,796 |
| 28 | AddressOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 25,568 | 179,805 | 168,816 | 213,141 | 12,090 | 599,420 |
| 29 | AddBenchBackrest | 0 | 0 | 4,472 | 10,399 | 22,578 | 98,042 | 99,346 | 96,556 | 120,618 | 132,867 | 7,036 | 591,914 |
| 30 | AddTactilePavingBusStop | 0 | 10,678 | 16,462 | 20,403 | 29,125 | 103,271 | 94,820 | 107,197 | 96,122 | 87,343 | 5,192 | 570,613 |
| 31 | StreetParkingOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 118,759 | 183,457 | 145,473 | 105,726 | 6,456 | 559,871 |
| 32 | AddParkingAccess | 0 | 0 | 18,103 | 46,664 | 83,880 | 111,953 | 74,965 | 75,448 | 72,547 | 69,807 | 5,499 | 558,866 |
| 33 | AddParkingType | 0 | 4,608 | 16,574 | 25,082 | 45,763 | 90,363 | 92,049 | 103,985 | 87,496 | 78,938 | 5,489 | 550,347 |
| 34 | AddBusStopLit | 0 | 0 | 0 | 0 | 0 | 74,016 | 124,249 | 132,732 | 109,629 | 100,008 | 6,428 | 547,062 |
| 35 | AddCrossingType | 0 | 10,158 | 27,320 | 34,726 | 47,463 | 120,196 | 114,368 | 140,526 | 21,942 | 51 | 0 | 516,750 |
| 36 | AddForestLeafType | 0 | 0 | 0 | 4,096 | 23,485 | 90,377 | 82,024 | 91,851 | 84,755 | 87,260 | 6,057 | 469,905 |
| 37 | AddParkingFee | 0 | 0 | 11,451 | 27,191 | 48,498 | 85,785 | 70,693 | 71,573 | 70,316 | 67,735 | 4,550 | 457,792 |
| 38 | AddRoadName | 34 | 40,585 | 28,931 | 30,785 | 50,941 | 58,076 | 58,299 | 52,414 | 47,906 | 46,846 | 3,694 | 418,511 |
| 39 | AddTactilePavingKerb | 0 | 0 | 0 | 0 | 4,514 | 45,614 | 48,566 | 84,847 | 108,289 | 114,180 | 7,088 | 413,098 |
| 40 | AddKerbHeight | 0 | 0 | 0 | 0 | 3,746 | 43,365 | 47,869 | 92,773 | 102,176 | 112,513 | 6,696 | 409,138 |
| 41 | AddPowerPolesMaterial | 0 | 735 | 2,783 | 4,036 | 10,680 | 57,791 | 83,199 | 101,916 | 96,076 | 46,941 | 3,774 | 407,931 |
| 42 | CheckShopExistence | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 101,804 | 138,866 | 152,371 | 11,523 | 404,564 |
| 43 | AddHandrail | 0 | 0 | 0 | 4,738 | 20,782 | 68,549 | 83,041 | 75,749 | 68,022 | 63,432 | 4,362 | 388,675 |
| 44 | AddTreeLeafType | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 129,776 | 229,536 | 10,510 | 369,822 |
| 45 | AddStepsRamp | 0 | 0 | 0 | 0 | 15,388 | 84,545 | 81,850 | 77,591 | 51,264 | 50,206 | 3,795 | 364,639 |
| 46 | AddTrafficSignalsButton | 0 | 0 | 874 | 15,191 | 22,432 | 63,801 | 63,353 | 66,032 | 61,514 | 59,768 | 4,049 | 357,014 |
| 47 | AddSidewalkSurface | 0 | 0 | 0 | 0 | 3 | 0 | 102,399 | 103,634 | 70,026 | 60,170 | 3,290 | 339,522 |
| 48 | AddTrafficSignalsSound | 0 | 0 | 1,014 | 14,662 | 22,378 | 60,644 | 55,381 | 60,540 | 58,837 | 59,272 | 4,037 | 336,765 |
| 49 | AddCrossingSignals | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 141,094 | 138,144 | 9,445 | 288,683 |
| 50 | AddTrafficSignalsVibration | 0 | 0 | 0 | 0 | 16,074 | 64,750 | 51,071 | 50,743 | 48,657 | 48,460 | 3,450 | 283,205 |
| 51 | AddStepsIncline | 0 | 0 | 0 | 0 | 9,585 | 51,671 | 54,550 | 52,675 | 50,377 | 46,002 | 3,152 | 268,012 |
| 52 | AddPlaceName | 0 | 304 | 0 | 15,109 | 30,907 | 38,500 | 38,329 | 42,972 | 46,931 | 47,202 | 3,662 | 263,916 |
| 53 | AddCrossingKerbHeight | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 51,616 | 112,242 | 89,037 | 5,660 | 258,555 |
| 54 | AddWheelchairAccessBusiness | 0 | 10,024 | 9,096 | 11,471 | 19,141 | 35,588 | 43,086 | 51,274 | 46,530 | 28,385 | 2,412 | 257,007 |
| 55 | AddTracktype | 0 | 0 | 418 | 7,528 | 16,110 | 39,851 | 40,547 | 47,126 | 43,611 | 51,002 | 2,425 | 248,618 |
| 56 | AddCrossing | 0 | 0 | 0 | 0 | 0 | 16,551 | 33,099 | 55,423 | 79,808 | 59,591 | 3,726 | 248,198 |
| 57 | AddFireHydrantPosition | 0 | 0 | 0 | 0 | 0 | 59 | 57,969 | 42,369 | 61,194 | 61,126 | 3,025 | 225,742 |
| 58 | AddStepCount | 0 | 0 | 0 | 0 | 7,322 | 44,508 | 44,260 | 43,278 | 41,809 | 40,816 | 2,905 | 224,898 |
| 59 | AddTactilePavingSteps | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 76,534 | 69,879 | 55,457 | 3,662 | 205,532 |
| 60 | AddMaxHeight | 0 | 0 | 1,868 | 5,488 | 7,681 | 36,673 | 37,162 | 41,078 | 36,097 | 33,358 | 2,253 | 201,658 |
| 61 | AddRoadWidth | 0 | 0 | 0 | 0 | 0 | 0 | 46,174 | 55,164 | 67,636 | 31,993 | 372 | 201,339 |
| 62 | AddCrossingMarkings | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 98,714 | 92,919 | 5,956 | 197,589 |
| 63 | AddBikeParkingCover | 0 | 1,884 | 3,930 | 5,508 | 8,287 | 26,146 | 29,027 | 30,956 | 37,482 | 38,893 | 2,230 | 184,343 |
| 64 | AddShoulder | 0 | 0 | 0 | 0 | 0 | 11 | 182,151 | 1,317 | 173 | 0 | 0 | 183,652 |
| 65 | PlacesOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 72,925 | 94,944 | 6,876 | 174,745 |
| 66 | AddPlaygroundAccess | 0 | 0 | 2,139 | 7,281 | 11,534 | 37,451 | 30,297 | 29,264 | 24,951 | 22,756 | 1,447 | 167,120 |
| 67 | AddBikeParkingCapacity | 0 | 2,551 | 3,423 | 3,486 | 7,006 | 22,761 | 21,139 | 24,222 | 35,838 | 41,426 | 1,643 | 163,495 |
| 68 | AddSeating | 0 | 0 | 0 | 0 | 0 | 0 | 26,879 | 46,024 | 47,285 | 31,983 | 1,971 | 154,142 |
| 69 | AddCyclewaySegregation | 0 | 0 | 1,899 | 7,571 | 8,324 | 24,265 | 25,251 | 26,219 | 26,624 | 25,278 | 1,608 | 147,039 |
| 70 | MarkCompletedHighwayConstruction | 0 | 0 | 2,055 | 3,857 | 7,541 | 31,096 | 28,497 | 21,204 | 23,835 | 23,265 | 1,457 | 142,807 |
| 71 | AddPitchLit | 0 | 0 | 0 | 0 | 0 | 25,420 | 28,134 | 26,349 | 25,982 | 28,720 | 2,084 | 136,689 |
| 72 | AddPowerAttachment | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7,128 | 120,646 | 8,002 | 135,776 |
| 73 | AddPitchSurface | 0 | 0 | 0 | 0 | 53 | 34,837 | 25,065 | 24,335 | 23,551 | 23,698 | 1,550 | 133,089 |
| 74 | AddBikeParkingType | 0 | 0 | 2,354 | 4,186 | 5,853 | 17,705 | 18,092 | 16,551 | 25,613 | 27,758 | 1,564 | 119,676 |
| 75 | AddMaxWeight | 0 | 0 | 0 | 929 | 6,549 | 20,533 | 22,185 | 23,846 | 19,957 | 18,061 | 1,227 | 113,287 |
| 76 | AddRailwayCrossingBarrier | 0 | 0 | 7,177 | 9,169 | 5,402 | 12,862 | 22,777 | 20,605 | 17,278 | 15,465 | 899 | 111,634 |
| 77 | AddProhibitedForPedestrians | 0 | 0 | 0 | 5,960 | 7,073 | 24,434 | 21,020 | 19,558 | 17,848 | 12,754 | 949 | 109,596 |
| 78 | AddBollardType | 0 | 0 | 0 | 0 | 0 | 19,423 | 25,865 | 23,350 | 19,807 | 18,671 | 1,192 | 108,308 |
| 79 | AddFootwayPartSurface | 0 | 0 | 0 | 1,830 | 9,430 | 25,872 | 21,511 | 17,680 | 15,247 | 15,153 | 776 | 107,499 |
| 80 | AddFireHydrantType | 0 | 322 | 472 | 1,394 | 2,345 | 9,705 | 17,416 | 11,028 | 29,560 | 31,850 | 1,320 | 105,412 |
| 81 | AddCyclewayPartSurface | 0 | 0 | 0 | 1,988 | 10,379 | 25,372 | 19,188 | 16,427 | 14,248 | 14,130 | 784 | 102,516 |
| 82 | AddRecyclingContainerMaterials | 0 | 0 | 0 | 15 | 5,128 | 11,993 | 13,530 | 16,733 | 22,753 | 25,623 | 1,527 | 97,302 |
| 83 | AddLaneMarkings | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55,193 | 35,253 | 90,446 |
| 84 | AddPostboxCollectionTimes | 0 | 0 | 2,074 | 3,113 | 5,486 | 15,814 | 9,818 | 11,348 | 15,096 | 15,801 | 930 | 79,480 |
| 85 | ShopsOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 7,463 | 54,080 | 14,481 | 1 | 0 | 76,025 |
| 86 | AddBridgeStructure | 0 | 0 | 528 | 1,204 | 1,939 | 11,218 | 15,772 | 14,817 | 13,585 | 12,722 | 994 | 72,779 |
| 87 | AddFireHydrantDiameter | 0 | 0 | 0 | 0 | 0 | 2,811 | 16,208 | 10,639 | 18,466 | 22,990 | 1,133 | 72,247 |
| 88 | AddOneway | 0 | 0 | 2,424 | 2,639 | 3,383 | 773 | 13,447 | 14,254 | 15,842 | 12,401 | 468 | 65,631 |
| 89 | AddAmenityCover | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12,724 | 23,664 | 27,727 | 1,516 | 65,631 |
| 90 | AddVegetarian | 0 | 341 | 2,575 | 3,323 | 4,210 | 6,794 | 10,085 | 11,143 | 10,303 | 8,072 | 605 | 57,451 |
| 91 | AddCyclewayWidth | 0 | 0 | 0 | 0 | 0 | 0 | 10,335 | 14,388 | 13,547 | 17,666 | 1,269 | 57,205 |
| 92 | AddHairdresserCustomers | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16,910 | 17,461 | 14,045 | 988 | 49,404 |
| 93 | AddEntrance | 0 | 0 | 0 | 0 | 0 | 0 | 11,537 | 15,179 | 10,702 | 9,577 | 776 | 47,771 |
| 94 | CheckShopType | 0 | 0 | 0 | 0 | 160 | 4,031 | 6,068 | 8,938 | 12,128 | 14,949 | 1,126 | 47,400 |
| 95 | AddToiletsFee | 0 | 466 | 459 | 725 | 1,236 | 7,160 | 9,145 | 8,904 | 8,804 | 8,802 | 580 | 46,281 |
| 96 | AddAcceptsCards | 0 | 0 | 0 | 0 | 0 | 0 | 12,639 | 13,023 | 10,871 | 8,650 | 655 | 45,838 |
| 97 | AddDrinkingWaterType | 0 | 0 | 0 | 0 | 0 | 0 | 4,114 | 15,147 | 13,206 | 12,427 | 707 | 45,601 |
| 98 | AddBoardType | 0 | 0 | 0 | 0 | 962 | 6,336 | 6,709 | 6,855 | 10,400 | 13,002 | 677 | 44,941 |
| 99 | MarkCompletedBuildingConstruction | 0 | 0 | 215 | 867 | 1,435 | 7,318 | 8,926 | 9,641 | 8,312 | 7,348 | 561 | 44,623 |
| 100 | AddBusStopName | 0 | 0 | 545 | 1,623 | 3,623 | 4,711 | 3,249 | 11,727 | 7,030 | 6,503 | 353 | 39,364 |
| 101 | AddAirCompressor | 0 | 0 | 0 | 0 | 0 | 0 | 9,702 | 10,913 | 9,411 | 7,286 | 531 | 37,843 |
| 102 | AddWheelchairAccessToilets | 0 | 0 | 0 | 408 | 1,154 | 5,772 | 6,194 | 6,839 | 8,037 | 8,249 | 438 | 37,091 |
| 103 | AddBicycleBarrierType | 0 | 0 | 0 | 0 | 0 | 1,663 | 10,970 | 8,309 | 7,687 | 6,653 | 410 | 35,692 |
| 104 | AddIsAmenityIndoor | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4,689 | 15,215 | 14,506 | 952 | 35,362 |
| 105 | AddSmoking | 0 | 0 | 0 | 0 | 0 | 0 | 7,459 | 8,989 | 8,624 | 8,292 | 300 | 33,664 |
| 106 | AddPicnicTableCover | 0 | 0 | 0 | 0 | 0 | 4,681 | 18,479 | 5,535 | 41 | 0 | 0 | 28,736 |
| 107 | AddBarrierOpening | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8,014 | 19,513 | 1,162 | 28,689 |
| 108 | AddSport | 0 | 2,379 | 1,615 | 1,795 | 2,830 | 4,852 | 3,718 | 4,020 | 3,628 | 3,254 | 241 | 28,332 |
| 109 | AddVegan | 0 | 135 | 911 | 1,053 | 1,451 | 2,890 | 4,922 | 5,571 | 5,362 | 3,818 | 247 | 26,360 |
| 110 | AddBicycleBarrierInstallation | 0 | 0 | 0 | 0 | 0 | 0 | 2,648 | 9,426 | 7,301 | 6,347 | 403 | 26,125 |
| 111 | AddAirConditioning | 0 | 0 | 0 | 0 | 0 | 0 | 5,049 | 6,998 | 7,311 | 5,119 | 290 | 24,767 |
| 112 | AddRecyclingType | 0 | 4,149 | 4,789 | 2,772 | 1,878 | 2,921 | 2,467 | 2,071 | 1,942 | 1,453 | 67 | 24,509 |
| 113 | AddMemorialType | 0 | 0 | 0 | 0 | 0 | 0 | 5,594 | 7,170 | 5,821 | 4,974 | 277 | 23,836 |
| 114 | AddWheelchairAccessPublicTransport | 0 | 615 | 711 | 832 | 965 | 3,968 | 4,096 | 4,034 | 3,740 | 3,778 | 294 | 23,033 |
| 115 | AddGeneralFee | 0 | 0 | 0 | 133 | 511 | 2,487 | 4,183 | 4,152 | 4,492 | 6,331 | 479 | 22,768 |
| 116 | AddEntranceReference | 0 | 0 | 0 | 0 | 0 | 0 | 7,599 | 7,672 | 4,355 | 2,458 | 168 | 22,252 |
| 117 | AddFireHydrantRef | 0 | 0 | 0 | 0 | 0 | 0 | 1,128 | 6,197 | 6,773 | 7,154 | 427 | 21,679 |
| 118 | AddAtmCashIn | 0 | 0 | 0 | 0 | 0 | 0 | 2,831 | 7,472 | 5,493 | 4,948 | 362 | 21,106 |
| 119 | AddToiletAvailability | 0 | 93 | 315 | 505 | 575 | 2,200 | 2,953 | 4,480 | 4,082 | 3,713 | 216 | 19,132 |
| 120 | CheckOpeningHoursSigned | 0 | 0 | 0 | 0 | 0 | 0 | 2,946 | 5,156 | 6,268 | 3,274 | 398 | 18,042 |
| 121 | DetailRoadSurface | 0 | 0 | 0 | 0 | 16,633 | 93 | 0 | 3 | 0 | 0 | 0 | 16,729 |
| 122 | AddChargingStationCapacity | 0 | 0 | 0 | 0 | 308 | 2,152 | 2,269 | 2,654 | 4,044 | 4,556 | 229 | 16,212 |
| 123 | AddBabyChangingTable | 0 | 229 | 211 | 277 | 361 | 1,583 | 2,530 | 3,202 | 2,999 | 4,348 | 262 | 16,002 |
| 124 | AddBikeRentalType | 0 | 0 | 0 | 0 | 0 | 0 | 6,004 | 4,478 | 2,602 | 2,105 | 181 | 15,370 |
| 125 | AddCarWashType | 0 | 38 | 207 | 244 | 433 | 2,389 | 3,276 | 3,084 | 2,562 | 2,398 | 150 | 14,781 |
| 126 | AddBoardName | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2,602 | 11,463 | 476 | 14,541 |
| 127 | AddHalal | 0 | 0 | 0 | 0 | 0 | 3,240 | 4,307 | 2,353 | 2,573 | 1,690 | 83 | 14,246 |
| 128 | AddBusStopRef | 0 | 0 | 0 | 0 | 442 | 1,923 | 2,231 | 2,621 | 3,592 | 3,247 | 134 | 14,190 |
| 129 | DetermineRecyclingGlass | 0 | 0 | 0 | 36 | 1,357 | 2,982 | 2,878 | 2,189 | 1,888 | 1,629 | 152 | 13,111 |
| 130 | AddDrinkingWater | 0 | 0 | 0 | 0 | 0 | 2,234 | 2,156 | 2,231 | 2,454 | 3,337 | 188 | 12,600 |
| 131 | AddReligionToWaysideShrine | 0 | 0 | 110 | 117 | 608 | 2,114 | 1,896 | 2,776 | 2,096 | 2,425 | 157 | 12,299 |
| 132 | AddKosher | 0 | 0 | 0 | 0 | 4 | 4,120 | 3,842 | 1,658 | 1,330 | 868 | 42 | 11,864 |
| 133 | AddMotorcycleParkingCover | 0 | 0 | 5 | 302 | 611 | 2,409 | 2,629 | 1,927 | 1,975 | 1,800 | 101 | 11,759 |
| 134 | AddInformationToTourism | 0 | 0 | 0 | 0 | 438 | 2,218 | 2,381 | 2,266 | 2,156 | 1,878 | 119 | 11,456 |
| 135 | AddLevel | 0 | 0 | 0 | 0 | 0 | 537 | 2,047 | 2,678 | 2,956 | 2,806 | 225 | 11,249 |
| 136 | AddInternetAccess | 0 | 3 | 221 | 309 | 503 | 1,155 | 1,684 | 2,733 | 2,582 | 1,272 | 352 | 10,814 |
| 137 | AddChargingStationOperator | 0 | 0 | 0 | 0 | 157 | 1,090 | 1,327 | 1,717 | 2,710 | 3,253 | 174 | 10,428 |
| 138 | SpecifyShopType | 0 | 0 | 0 | 0 | 0 | 1,520 | 2,440 | 2,227 | 2,081 | 1,927 | 150 | 10,345 |
| 139 | AddBarrierType | 0 | 0 | 0 | 0 | 0 | 731 | 2,246 | 2,520 | 2,252 | 1,962 | 131 | 9,842 |
| 140 | AddAtmOperator | 0 | 0 | 0 | 0 | 264 | 1,631 | 1,605 | 1,436 | 1,805 | 1,803 | 136 | 8,680 |
| 141 | AddPostboxRef | 0 | 0 | 0 | 4 | 624 | 1,819 | 1,588 | 1,285 | 1,211 | 1,478 | 96 | 8,105 |
| 142 | AddIsBuildingUnderground | 0 | 0 | 0 | 493 | 716 | 1,125 | 1,082 | 1,376 | 1,310 | 1,392 | 159 | 7,653 |
| 143 | AddClothingBinOperator | 0 | 0 | 0 | 0 | 294 | 1,370 | 1,123 | 988 | 1,460 | 1,784 | 101 | 7,120 |
| 144 | AddMotorcycleParkingCapacity | 0 | 0 | 6 | 218 | 330 | 913 | 1,059 | 1,135 | 1,366 | 1,696 | 72 | 6,795 |
| 145 | AddReligionToPlaceOfWorship | 0 | 0 | 292 | 399 | 718 | 907 | 1,192 | 1,170 | 1,079 | 942 | 79 | 6,778 |
| 146 | AddPostboxRoyalCypher | 0 | 0 | 0 | 0 | 0 | 2,310 | 1,532 | 1,093 | 945 | 827 | 46 | 6,753 |
| 147 | AddDefibrillatorLocation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 336 | 2,950 | 3,278 | 184 | 6,748 |
| 148 | AddOrchardProduce | 0 | 72 | 236 | 380 | 878 | 1,835 | 1,728 | 586 | 598 | 321 | 40 | 6,674 |
| 149 | AddSelfServiceLaundry | 0 | 0 | 0 | 78 | 400 | 1,102 | 1,299 | 1,258 | 1,270 | 1,069 | 75 | 6,551 |
| 150 | AddSuspectedOneway | 0 | 0 | 0 | 0 | 476 | 1,731 | 1,706 | 1,392 | 854 | 0 | 0 | 6,159 |
| 151 | AddBikeParkingAccess | 0 | 0 | 0 | 0 | 0 | 1,183 | 1,147 | 1,084 | 1,150 | 1,410 | 73 | 6,047 |
| 152 | AddBicyclePump | 0 | 0 | 0 | 0 | 0 | 0 | 1,719 | 1,687 | 1,664 | 881 | 54 | 6,005 |
| 153 | AddCameraType | 0 | 2 | 0 | 0 | 0 | 726 | 1,432 | 1,097 | 1,263 | 1,137 | 54 | 5,711 |
| 154 | AddCampDrinkingWater | 0 | 0 | 0 | 0 | 0 | 0 | 294 | 1,449 | 1,976 | 1,734 | 79 | 5,532 |
| 155 | AddMaxPhysicalHeight | 0 | 0 | 0 | 0 | 0 | 0 | 801 | 984 | 1,205 | 1,814 | 100 | 4,904 |
| 156 | AddBarrierOnPath | 0 | 0 | 0 | 0 | 0 | 0 | 1,445 | 1,230 | 1,084 | 1,057 | 65 | 4,881 |
| 157 | AddIsDefibrillatorIndoor | 0 | 0 | 0 | 0 | 209 | 1,484 | 1,708 | 1,391 | 6 | 0 | 0 | 4,798 |
| 158 | AddBikeParkingFee | 0 | 0 | 0 | 0 | 0 | 979 | 850 | 810 | 803 | 1,000 | 61 | 4,503 |
| 159 | AddCampPower | 0 | 0 | 0 | 0 | 0 | 0 | 204 | 1,102 | 1,477 | 1,575 | 64 | 4,422 |
| 160 | AddWheelchairAccessOutside | 0 | 0 | 4 | 116 | 187 | 821 | 728 | 766 | 704 | 943 | 69 | 4,338 |
| 161 | AddChargingStationBicycles | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2,848 | 1,455 | 4,303 |
| 162 | AddCampShower | 0 | 0 | 0 | 0 | 0 | 0 | 266 | 1,177 | 1,272 | 1,404 | 134 | 4,253 |
| 163 | AddCampType | 0 | 0 | 0 | 0 | 0 | 0 | 314 | 1,366 | 1,311 | 1,164 | 49 | 4,204 |
| 164 | AddStileType | 0 | 0 | 0 | 0 | 0 | 621 | 847 | 1,033 | 786 | 851 | 25 | 4,163 |
| 165 | AddBarrierOnRoad | 0 | 0 | 0 | 0 | 0 | 0 | 972 | 1,016 | 1,052 | 753 | 54 | 3,847 |
| 166 | AddAcceptsCash | 0 | 0 | 0 | 0 | 142 | 157 | 190 | 1,341 | 1,007 | 855 | 58 | 3,750 |
| 167 | AddBicycleIncline | 0 | 0 | 0 | 0 | 0 | 0 | 294 | 1,239 | 1,178 | 946 | 36 | 3,693 |
| 168 | AddWheelchairAccessToiletsPart | 0 | 0 | 0 | 16 | 71 | 288 | 625 | 1,081 | 976 | 538 | 30 | 3,625 |
| 169 | AddBicycleRepairStationServices | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 181 | 2,815 | 105 | 3,101 |
| 170 | AddGritBinSeasonal | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1,009 | 1,035 | 683 | 8 | 2,735 |
| 171 | AddBbqFuel | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 178 | 1,317 | 1,172 | 57 | 2,724 |
| 172 | AddFuelSelfService | 0 | 0 | 0 | 0 | 0 | 0 | 781 | 577 | 1,004 | 134 | 12 | 2,508 |
| 173 | AddLevelThing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1,852 | 642 | 2,494 |
| 174 | AddStepCountStile | 0 | 0 | 0 | 0 | 0 | 0 | 415 | 695 | 634 | 629 | 14 | 2,387 |
| 175 | AddBikeRentalCapacity | 0 | 0 | 0 | 0 | 0 | 0 | 486 | 636 | 726 | 461 | 40 | 2,349 |
| 176 | AddSanitaryDumpStation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1,214 | 1,048 | 45 | 2,308 |
| 177 | AddTrafficCalmingType | 0 | 0 | 0 | 0 | 0 | 140 | 596 | 537 | 468 | 448 | 10 | 2,199 |
| 178 | AddParcelLockerPickup | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2,115 | 17 | 0 | 2,132 |
| 179 | AddStreetParking | 0 | 0 | 0 | 0 | 0 | 170 | 1,841 | 0 | 0 | 0 | 0 | 2,011 |
| 180 | AddFerryAccessMotorVehicle | 0 | 0 | 0 | 74 | 80 | 414 | 473 | 315 | 244 | 358 | 27 | 1,985 |
| 181 | AddFerryAccessPedestrian | 0 | 0 | 0 | 36 | 59 | 354 | 399 | 263 | 217 | 308 | 13 | 1,649 |
| 182 | AddParcelLockerBrand | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 474 | 740 | 57 | 1,271 |
| 183 | AddGlutenFree | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1,068 | 109 | 1,177 |
| 184 | AddBikeRepairAvailability | 0 | 0 | 0 | 0 | 0 | 0 | 259 | 372 | 283 | 219 | 12 | 1,145 |
| 185 | MtbScaleOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1,004 | 41 | 1,045 |
| 186 | AddSummitRegister | 0 | 0 | 0 | 0 | 16 | 87 | 168 | 199 | 225 | 207 | 7 | 909 |
| 187 | AddParkingLane | 0 | 0 | 0 | 0 | 781 | 0 | 0 | 0 | 0 | 0 | 0 | 781 |
| 188 | AddParcelLockerMailIn | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 764 | 6 | 0 | 770 |
| 189 | AddSecondHandBicycleAvailability | 0 | 0 | 0 | 0 | 0 | 0 | 165 | 218 | 158 | 144 | 11 | 696 |
| 190 | AddPoliceType | 0 | 0 | 0 | 0 | 0 | 150 | 159 | 127 | 180 | 78 | 2 | 696 |
| 191 | IsBuildingUnderground | 0 | 0 | 130 | 549 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 679 |
| 192 | AddSummitCross | 0 | 0 | 0 | 0 | 0 | 0 | 111 | 172 | 193 | 156 | 5 | 637 |
| 193 | AddStreetWidth | 0 | 0 | 0 | 0 | 613 | 0 | 0 | 0 | 0 | 0 | 0 | 613 |
| 194 | AddBenchMaterial | 0 | 0 | 0 | 0 | 0 | 0 | 380 | 214 | 0 | 0 | 0 | 594 |
| 195 | AddMotorcycleParkingFee | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 277 | 307 | 584 |
| 196 | AddAccessPointRef | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 101 | 199 | 256 | 15 | 577 |
| 197 | AddHousenumberToNodes | 0 | 0 | 0 | 0 | 0 | 0 | 481 | 0 | 0 | 0 | 0 | 481 |
| 198 | AddChargingStationBicycleCapacity | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 153 | 71 | 224 |
| 199 | StreetFurnitureOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 130 | 92 | 0 | 0 | 222 |
| 200 | AddMopedAccess | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 93 | 103 | 6 | 202 |
| 201 | AddTowerAccess | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 127 | 52 | 179 |
| 202 | AddBoatRental | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 | 134 | 4 | 162 |
| 203 | SmoothnessOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 142 | 0 | 142 |
| 204 | AddHousenumberForAll | 0 | 0 | 0 | 0 | 0 | 111 | 27 | 0 | 0 | 0 | 0 | 138 |
| 205 | AddFirewood | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 98 | 39 | 137 |
| 206 | AddPaymentGirocard | 0 | 0 | 105 | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 135 |
| 207 | AddPaymentMastercard | 0 | 0 | 94 | 24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 118 |
| 208 | AddPaymentContactless | 0 | 0 | 94 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 117 |
| 209 | AddPaymentVisa | 0 | 0 | 90 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 113 |
| 210 | RoadSurfaceOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 23 | 78 | 0 | 0 | 0 | 101 |
| 211 | AddAerialwayBicycleAccess | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 50 | 31 | 81 |
| 212 | BicycleParkingOperator | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 44 | 27 | 2 | 73 |
| 213 | AddRef | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 0 | 0 | 0 | 0 | 55 |
| 214 | SpecifyEntrance | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 21 | 0 | 54 |
| 215 | AddFacadeBuilding | 0 | 0 | 0 | 0 | 0 | 0 | 52 | 2 | 0 | 0 | 0 | 54 |
| 216 | AddContactPhone | 0 | 0 | 0 | 0 | 15 | 27 | 5 | 0 | 0 | 0 | 0 | 47 |
| 217 | AddProhibitedForMoped | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 45 | 0 | 0 | 45 |
| 218 | AddParkingCapacityDisabled | 0 | 0 | 0 | 0 | 0 | 0 | 43 | 0 | 0 | 0 | 0 | 43 |
| 219 | PathSurfaceOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 23 | 0 | 0 | 0 | 40 |
| 220 | AddPublicTransport | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 0 | 0 | 0 | 0 | 39 |
| 221 | CheckExistencePhone | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 39 | 0 | 0 | 0 | 39 |
| 222 | AddBuildingColor | 0 | 0 | 0 | 0 | 0 | 0 | 36 | 2 | 0 | 0 | 0 | 38 |
| 223 | AddCrossingMarkingsType | 0 | 0 | 0 | 0 | 0 | 0 | 37 | 0 | 0 | 0 | 0 | 37 |
| 224 | AddGuidepostRef | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 0 | 0 | 0 | 34 |
| 225 | AddDesignation | 0 | 0 | 0 | 0 | 0 | 0 | 34 | 0 | 0 | 0 | 0 | 34 |
| 226 | AddWasteDisposalAccess | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 24 | 1 | 30 |
| 227 | AddGuidepostEle | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 0 | 0 | 0 | 30 |
| 228 | AddMtbScale | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 25 | 0 | 0 | 0 | 25 |
| 229 | AddPlacePhone | 0 | 0 | 0 | 0 | 0 | 25 | 0 | 0 | 0 | 0 | 0 | 25 |
| 230 | AddWayLight | 0 | 24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 24 |
| 231 | AddStreetLighting | 0 | 22 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22 |
| 232 | AddGuidepostName | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 21 |
| 233 | AddGuidepostActivityHiking | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 0 | 0 | 0 | 21 |
| 234 | CreatePoiBasedOnAtp | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16 | 1 | 17 |
| 235 | AddGuidepostActivity | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17 | 0 | 0 | 0 | 17 |
| 236 | AddFirstAidKitLocation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 | 5 | 16 |
| 237 | AddPaymentCoins | 0 | 0 | 14 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15 |
| 238 | AddTrafficSignalsBlindFeatures | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 14 |
| 239 | AddLightingRoads | 0 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 |
| 240 | AddParkingCapacityDisabledNumber | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 | 0 | 14 |
| 241 | AddContactWebsite | 0 | 0 | 0 | 0 | 5 | 6 | 1 | 0 | 0 | 0 | 0 | 12 |
| 242 | AddStepsHandrails | 0 | 11 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 11 |
| 243 | AddOpeningHoursAtp | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 8 |
| 244 | UniversalSurfaceOverlay | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0 | 8 |
| 245 | AddParkingCharge | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 4 | 7 |
| 246 | AddHandwashing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 1 | 6 |
| 247 | AddSidewalkSmoothnessLeft | 0 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 |
| 248 | AddShelterCapacity | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 2 | 6 |
| 249 | MarkCompletedConstruction | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 250 | AddAtmCashin | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 5 |
| 251 | AddHairdresser | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 5 |
| 252 | AddFuelE10 | 0 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 253 | AddSidewalkSmoothnessRight | 0 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 |
| 254 | IsMonumentOrMemorial | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 5 |
| 255 | AddFuelLPG | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 |
| 256 | AddDrinkingWaterFee | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 4 |
| 257 | AddQuietHours | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 4 |
| 258 | AddRulesInformationBoard | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 4 |
| 259 | AddIsPharmacyDispensing | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 4 |
| 260 | AddReligionToCemetery | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 261 | AddLeafType | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 262 | AddFuelOctane98 | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 263 | AddFuelHgvDiesel | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 |
| 264 | AddTrafficSignalsWaitDuration | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 265 | AddFuelOctane95 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 266 | AddAcceptsMedicineTrash | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 |
| 267 | AddAlsoShopForInsurance | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 2 |
| 268 | AddSegregated | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 269 | AddMonumentName | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 2 |
| 270 | VerifyNaptan | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 271 | AddAdblue | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 272 | AddAerialBothWay | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 273 | AddHotWater | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 274 | ShowFixme | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 275 | RemoveDiscordantMaxSpeed | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 276 | AddFuelDiesel | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 277 | AddScooterChargingStationCapacity | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 278 | AddBusStopType | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 279 | AddRailStopRef | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
| 280 | AddBoatLockType | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 281 | AddWheelchairAccessDogPark | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 282 | AddWheelchairAccess | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 283 | AddWebsiteMenuLinkLocation | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
| 284 | AddWater | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 285 | AddBackupGenerator | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 286 | AddBikeChargingStationCapacity | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 |
| 287 | DetailPavedRoadSurface | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 288 | LGBTQAccess | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 |
# Top 10 StreetComplete quests with monthly trends
df_top_quests = duckdb.sql("""
WITH top_quests AS (
SELECT streetcomplete_quest
FROM (
SELECT
streetcomplete_quest,
COUNT(DISTINCT user_name) as total_contributors
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE created_by = 'StreetComplete'
GROUP BY streetcomplete_quest
ORDER BY total_contributors DESC
LIMIT 10
)
),
monthly_quest_data AS (
SELECT
year,
month,
CONCAT(year, '-', LPAD(CAST(month as VARCHAR), 2, '0')) as months,
streetcomplete_quest,
COUNT(DISTINCT user_name) as "Contributors",
SUM(edit_count) as "Edits"
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE streetcomplete_quest IN (SELECT streetcomplete_quest FROM top_quests)
GROUP BY year, month, streetcomplete_quest
)
SELECT
months,
streetcomplete_quest,
"Contributors",
"Edits",
SUM("Contributors") OVER (PARTITION BY streetcomplete_quest ORDER BY year, month) as "Accumulated Contributors",
SUM("Edits") OVER (PARTITION BY streetcomplete_quest ORDER BY year, month) as "Accumulated Edits"
FROM monthly_quest_data
ORDER BY year, month, streetcomplete_quest
""").df()
util.show_figure(
[
util.FigureConfig(
title="Monthly Contributors by Top 10 StreetComplete Quests",
label="Monthly Contributors",
x_col="months",
y_col="Contributors",
group_col="streetcomplete_quest",
query_or_df=df_top_quests,
),
util.FigureConfig(
title="Monthly Edits by Top 10 StreetComplete Quests",
label="Monthly Edits",
x_col="months",
y_col="Edits",
group_col="streetcomplete_quest",
query_or_df=df_top_quests,
),
util.FigureConfig(
title="Accumulated Contributors by Top 10 StreetComplete Quests",
label="Accumulated Contributors",
x_col="months",
y_col="Accumulated Contributors",
group_col="streetcomplete_quest",
query_or_df=df_top_quests,
),
util.FigureConfig(
title="Accumulated Edits by Top 10 StreetComplete Quests",
label="Accumulated Edits",
x_col="months",
y_col="Accumulated Edits",
group_col="streetcomplete_quest",
query_or_df=df_top_quests,
),
]
)
df_map = duckdb.sql("""
SELECT
mid_pos_x as x,
mid_pos_y as y,
SUM(edit_count) as z
FROM '../changeset_data/year=*/month=*/*.parquet'
WHERE created_by = 'StreetComplete'
AND mid_pos_x IS NOT NULL
AND mid_pos_y IS NOT NULL
GROUP BY mid_pos_x, mid_pos_y
""").df()
util.show_figure(
[
util.FigureConfig(
title="Global Distribution of StreetComplete Edits",
x_col="x",
y_col="y",
z_col="z",
query_or_df=df_map,
plot_type="map",
)
]
)