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2026-11-02 18:25:49 -05:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "5c77481b",
"metadata": {},
"outputs": [],
"source": [
"# Requirements\n",
"import numpy as np\n",
"import pandas as pd\n",
"import io\n",
"import json\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d0b3427f",
"metadata": {},
"outputs": [],
"source": [
"path = rf\"D:\\Project\\Py\\WowheadScraper\\quest_analyzer\\resources\\quests.jsonl\"\n",
"df = pd.read_json(path, lines=True)\n",
"\n",
"if df is None:\n",
" raise Exception(\"DataFrame is None. Failed to read the CSV file.\")\n",
"\n",
"df.describe()\n",
"\n",
"horde_only_quests = df[(df[\"side\"] == \"Horde\") | (df[\"side\"] == \"Both\")]\n",
"all_zones = df[[\"category\", \"category2\"]].drop_duplicates().to_dict(orient='records')\n",
"\n",
"\n",
"def locations_contains_zone(row, zone_name):\n",
" locations = row.get(\"locations\")\n",
" if not isinstance(locations, list):\n",
" return False\n",
" for location in locations:\n",
" if location.get(\"role\") == \"start\" and zone_name in location[\"zone\"]:\n",
" return True\n",
" if location.get(\"role\") == \"end\" and zone_name in location[\"zone\"]:\n",
" return True\n",
" return False\n",
"\n",
"def get_quests_by_zone(_df: pd.DataFrame, zone_name: str) -> pd.DataFrame:\n",
" location_mask = _df.apply(lambda row: locations_contains_zone(row, zone_name), axis=1)\n",
" category_mask = (_df[\"category\"] == zone_name) | (_df[\"category2\"] == zone_name)\n",
" return _df[location_mask | category_mask]\n",
"\n",
"durotar_quests = get_quests_by_zone(horde_only_quests, \"Durotar\")\n",
"mulgore_quests = get_quests_by_zone(horde_only_quests, \"Mulgore\")\n",
"tirisfal_glades_quests = get_quests_by_zone(horde_only_quests, \"Tirisfal Glades\")\n",
"zephras_quests = get_quests_by_zone(horde_only_quests, \"Zephras Isle\")\n",
"\n",
"print(f\"Total quests for each starting zone:\")\n",
"print(f\"Durotar: {len(durotar_quests)}\")\n",
"print(f\"Mulgore: {len(mulgore_quests)}\")\n",
"print(f\"Tirisfal Glades: {len(tirisfal_glades_quests)}\")\n",
"print(f\"Zephras Isle: {len(zephras_quests)}\")\n",
"\n",
"# Now we limit the search to level brackets 1-10 and 11-20 for each zone\n",
"\n",
"durotar_quests_1_10 = durotar_quests[(durotar_quests[\"level\"] >= 1) & (durotar_quests[\"level\"] <= 10)]\n",
"durotar_quests_11_20 = durotar_quests[(durotar_quests[\"level\"] >= 11) & (durotar_quests[\"level\"] <= 20)]\n",
"\n",
"mulgore_quests_1_10 = mulgore_quests[(mulgore_quests[\"level\"] >= 1) & (mulgore_quests[\"level\"] <= 10)]\n",
"mulgore_quests_11_20 = mulgore_quests[(mulgore_quests[\"level\"] >= 11) & (mulgore_quests[\"level\"] <= 20)]\n",
"\n",
"tirisfal_glades_quests_1_10 = tirisfal_glades_quests[(tirisfal_glades_quests[\"level\"] >= 1) & (tirisfal_glades_quests[\"level\"] <= 10)]\n",
"tirisfal_glades_quests_11_20 = tirisfal_glades_quests[(tirisfal_glades_quests[\"level\"] >= 11) & (tirisfal_glades_quests[\"level\"] <= 20)]\n",
"\n",
"zephras_quests_1_10 = zephras_quests[(zephras_quests[\"level\"] >= 1) & (zephras_quests[\"level\"] <= 10)]\n",
"zephras_quests_11_20 = zephras_quests[(zephras_quests[\"level\"] >= 11) & (zephras_quests[\"level\"] <= 20)]\n",
"\n",
"print(f\"\\n\\nTotal quests for each starting zone and level bracket:\")\n",
"print(f\"Durotar 1-10: {len(durotar_quests_1_10)}\")\n",
"print(f\"Durotar 11-20: {len(durotar_quests_11_20)}\")\n",
"print(f\"Mulgore 1-10: {len(mulgore_quests_1_10)}\")\n",
"print(f\"Mulgore 11-20: {len(mulgore_quests_11_20)}\")\n",
"print(f\"Tirisfal Glades 1-10: {len(tirisfal_glades_quests_1_10)}\")\n",
"print(f\"Tirisfal Glades 11-20: {len(tirisfal_glades_quests_11_20)}\")\n",
"print(f\"Zephras Isle 1-10: {len(zephras_quests_1_10)}\")\n",
"print(f\"Zephras Isle 11-20: {len(zephras_quests_11_20)}\")\n",
"\n",
"\n",
"# Now we calculate the total experience available from quests for each zone and level bracket\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e826b3eb",
"metadata": {},
"outputs": [],
"source": [
"brackets = {\n",
" (\"Durotar\", \"1-10\"): durotar_quests_1_10,\n",
" (\"Durotar\", \"11-20\"): durotar_quests_11_20,\n",
" (\"Mulgore\", \"1-10\"): mulgore_quests_1_10,\n",
" (\"Mulgore\", \"11-20\"): mulgore_quests_11_20,\n",
" (\"Tirisfal Glades\", \"1-10\"): tirisfal_glades_quests_1_10,\n",
" (\"Tirisfal Glades\", \"11-20\"): tirisfal_glades_quests_11_20,\n",
" (\"Zephras Isle\", \"1-10\"): zephras_quests_1_10,\n",
" (\"Zephras Isle\", \"11-20\"): zephras_quests_11_20,\n",
"}\n",
"\n",
"def quest_xp(rewards) -> int:\n",
" if isinstance(rewards, dict) and rewards.get(\"xp\"):\n",
" return rewards[\"xp\"]\n",
" return 0\n",
"\n",
"xp_summary = pd.DataFrame([\n",
" {\"zone\": zone, \"bracket\": bracket, \"quests\": len(quests), \"total_xp\": quests[\"rewards\"].apply(quest_xp).sum()}\n",
" for (zone, bracket), quests in brackets.items()\n",
"])\n",
"xp_summary[\"avg_xp\"] = (xp_summary[\"total_xp\"] / xp_summary[\"quests\"]).round(0)\n",
"xp_summary"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ab76fa6f",
"metadata": {},
"outputs": [],
"source": [
"# Now we try to calculate travel requirements for each quest. We define travel as the distance from the quest giver to the objective area, and then from the objective area to the quest turn-in. For delivery/talk-to quests, we just measure straight from giver to turn-in.\n",
"# An additional challenge is that the coordinates given are percentage based based off of the map frame.\n",
"# Some digging online found some map size estimates, and they are the closest I have to a reliable source for now.\n",
"\n",
"OBJECTIVE_ROLES = (\"requirement\", \"sourcerequirement\")\n",
"\n",
"def zone_coords(locations, roles, zone_name):\n",
" return [loc[\"coord\"] for loc in locations\n",
" if loc.get(\"role\") in roles and loc.get(\"zone\") == zone_name and loc.get(\"coord\")]\n",
"\n",
"def distance(a, b):\n",
" if a is None or b is None:\n",
" return np.nan\n",
" return float(np.linalg.norm(np.subtract(a, b)))\n",
"\n",
"def quest_travel(row, zone_name):\n",
" locations = row[\"locations\"] if isinstance(row[\"locations\"], list) else []\n",
" starts = zone_coords(locations, (\"start\",), zone_name)\n",
" ends = zone_coords(locations, (\"end\",), zone_name)\n",
" objectives = zone_coords(locations, OBJECTIVE_ROLES, zone_name)\n",
"\n",
" start = starts[0] if starts else None\n",
" end = ends[0] if ends else None\n",
" # Objective area = mean of every objective npc/object's representative coord\n",
" objective = np.mean(objectives, axis=0) if objectives else None\n",
"\n",
" if objective is None:\n",
" # Delivery / talk-to quests: straight from giver to turn-in\n",
" to_objective, from_objective = np.nan, np.nan\n",
" total = distance(start, end)\n",
" else:\n",
" to_objective = distance(start, objective)\n",
" from_objective = distance(objective, end)\n",
" total = to_objective + from_objective\n",
"\n",
" return pd.Series({\n",
" \"start_x\": start[0] if start else np.nan,\n",
" \"start_y\": start[1] if start else np.nan,\n",
" \"objective_x\": objective[0] if objective is not None else np.nan,\n",
" \"objective_y\": objective[1] if objective is not None else np.nan,\n",
" \"end_x\": end[0] if end else np.nan,\n",
" \"end_y\": end[1] if end else np.nan,\n",
" \"to_objective\": to_objective,\n",
" \"from_objective\": from_objective,\n",
" \"total_travel\": total,\n",
" })\n",
"\n",
"def build_travel(quests: pd.DataFrame, zone_name: str, bracket: str) -> pd.DataFrame:\n",
" travel = quests.apply(lambda row: quest_travel(row, zone_name), axis=1)\n",
" travel.insert(0, \"zone\", zone_name)\n",
" travel.insert(1, \"bracket\", bracket)\n",
" travel.insert(2, \"id\", quests[\"id\"])\n",
" travel.insert(3, \"name\", quests[\"name\"])\n",
" travel.insert(4, \"level\", quests[\"level\"])\n",
" travel.insert(5, \"xp\", quests[\"rewards\"].apply(quest_xp))\n",
" return travel\n",
"\n",
"travel_df = pd.concat(\n",
" [build_travel(quests, zone, bracket) for (zone, bracket), quests in brackets.items()],\n",
" ignore_index=True,\n",
")\n",
"\n",
"travel_summary = travel_df.groupby([\"zone\", \"bracket\"]).agg(\n",
" quests=(\"id\", \"count\"),\n",
" with_objective=(\"objective_x\", \"count\"),\n",
" total_xp=(\"xp\", \"sum\"),\n",
" total_to_objective=(\"to_objective\", \"sum\"),\n",
" total_from_objective=(\"from_objective\", \"sum\"),\n",
" total_travel=(\"total_travel\", \"sum\"),\n",
" avg_travel=(\"total_travel\", \"mean\"),\n",
")\n",
"travel_summary[\"xp_per_travel\"] = (travel_summary[\"total_xp\"] / travel_summary[\"total_travel\"]).round(1)\n",
"travel_summary.round(1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7fe45672",
"metadata": {},
"outputs": [],
"source": [
"# Afterwards, we use X-means clustering to find hotspots for quest objective locations.\n",
"# X-means = k-means that keeps splitting clusters in two while the split improves the\n",
"# BIC score (Pelleg & Moore, 2000), so we don't have to pick k ourselves.\n",
"\n",
"def kmeans(points: np.ndarray, centers: np.ndarray, iterations: int = 100):\n",
" for _ in range(iterations):\n",
" labels = np.argmin(np.linalg.norm(points[:, None] - centers[None], axis=2), axis=1)\n",
" new_centers = np.array([\n",
" points[labels == k].mean(axis=0) if np.any(labels == k) else centers[k]\n",
" for k in range(len(centers))\n",
" ])\n",
" if np.allclose(new_centers, centers):\n",
" break\n",
" centers = new_centers\n",
" return labels, centers\n",
"\n",
"def bic(points: np.ndarray, labels: np.ndarray, centers: np.ndarray, min_variance: float = 1.25) -> float:\n",
" r, m = points.shape\n",
" k = len(centers)\n",
" if r <= k:\n",
" return -np.inf\n",
" # Many quests share the exact same objective coord, so without a floor a tiny cluster gets ~0 variance and an infinite likelihood. 1.0 = roughly 1% of the map.\n",
" variance = max(np.sum((points - centers[labels]) ** 2) / (m * (r - k)), min_variance)\n",
" log_likelihood = 0.0\n",
" for i in range(k):\n",
" r_i = np.sum(labels == i)\n",
" if r_i == 0:\n",
" continue\n",
" log_likelihood += (r_i * np.log(r_i) - r_i * np.log(r)\n",
" - r_i * m / 2 * np.log(2 * np.pi * variance)\n",
" - (r_i - 1) * m / 2)\n",
" free_params = k * (m + 1)\n",
" return log_likelihood - free_params / 2 * np.log(r)\n",
"\n",
"def best_split(members: np.ndarray, rng, attempts: int):\n",
" # k-means only finds a local optimum, so try a few random starts and keep the best split\n",
" best_score, best_children = -np.inf, None\n",
" for _ in range(attempts):\n",
" child_labels, children = kmeans(members, members[rng.choice(len(members), 2, replace=False)])\n",
" score = bic(members, child_labels, children)\n",
" if score > best_score:\n",
" best_score, best_children = score, children\n",
" return best_score, best_children\n",
"\n",
"def xmeans(points: np.ndarray, k_max: int = 15, split_attempts: int = 10, seed: int = 0):\n",
" rng = np.random.default_rng(seed)\n",
" labels, centers = kmeans(points, points.mean(axis=0, keepdims=True))\n",
" score = bic(points, labels, centers)\n",
" while True:\n",
" new_centers = []\n",
" for k, center in enumerate(centers):\n",
" members = points[labels == k]\n",
" if len(members) < 4:\n",
" new_centers.append(center)\n",
" continue\n",
" parent_score = bic(members, np.zeros(len(members), dtype=int), center[None])\n",
" child_score, children = best_split(members, rng, split_attempts)\n",
" new_centers.extend(children if child_score > parent_score else [center])\n",
" if len(new_centers) == len(centers) or len(new_centers) > k_max:\n",
" return labels, centers\n",
" # The per-cluster test is lenient on small clusters, so only keep the splits if they also improve the BIC of the whole zone\n",
" new_labels, new_centers = kmeans(points, np.array(new_centers))\n",
" new_score = bic(points, new_labels, new_centers)\n",
" if new_score <= score:\n",
" return labels, centers\n",
" labels, centers, score = new_labels, new_centers, new_score\n",
"\n",
"# Cluster each zone + bracket's objective areas separately, then classify every questin the travel data by the hotspot its objective falls in.\n",
"# Hotspot ids are only unique within a zone + bracket.\n",
"travel_df[\"objective_hotspot\"] = pd.NA\n",
"travel_df[\"hotspot_distance\"] = np.nan\n",
"hotspots = {}\n",
"\n",
"for (zone_name, bracket), bracket_travel in travel_df.groupby([\"zone\", \"bracket\"]):\n",
" has_objective = bracket_travel.dropna(subset=[\"objective_x\", \"objective_y\"])\n",
" points = has_objective[[\"objective_x\", \"objective_y\"]].to_numpy()\n",
" if len(points) < 2:\n",
" continue\n",
" labels, centers = xmeans(points)\n",
" hotspots[(zone_name, bracket)] = centers\n",
" travel_df.loc[has_objective.index, \"objective_hotspot\"] = labels\n",
" travel_df.loc[has_objective.index, \"hotspot_distance\"] = np.linalg.norm(points - centers[labels], axis=1)\n",
" print(f\"{zone_name} {bracket}: {len(centers)} hotspots from {len(points)} objectives\")\n",
"\n",
"hotspot_summary = travel_df.dropna(subset=[\"objective_hotspot\"]).groupby([\"zone\", \"bracket\", \"objective_hotspot\"]).agg(\n",
" center_x=(\"objective_x\", \"mean\"),\n",
" center_y=(\"objective_y\", \"mean\"),\n",
" quests=(\"id\", \"count\"),\n",
" total_xp=(\"xp\", \"sum\"),\n",
" avg_to_objective=(\"to_objective\", \"mean\"),\n",
" avg_from_objective=(\"from_objective\", \"mean\"),\n",
")\n",
"hotspot_summary.round(1)"
]
}
],
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zone,bracket,quests,total_xp,avg_xp
Ashenvale,19-21,7,2150,307.0
Blackrock Depths,1-3,1,0,0.0
Darkmoon Faire,1-3,1,0,0.0
Druid,1-3,2,125,62.0
Druid,10-12,11,4540,413.0
Druid,13-15,5,3300,660.0
Druid,16-18,4,3025,756.0
Druid,19-21,8,5225,653.0
Durotar,1-3,20,1540,77.0
Durotar,10-12,38,21430,564.0
Durotar,13-15,6,4005,668.0
Durotar,4-6,35,10525,301.0
Durotar,7-9,19,12045,634.0
Herbalism,16-18,1,1150,1150.0
Hillsbrad Foothills,19-21,3,2085,695.0
Hunter,1-3,4,205,51.0
Hunter,10-12,19,9540,502.0
Loch Modan,10-12,1,225,225.0
Mage,1-3,3,120,40.0
Mage,10-12,4,1850,462.0
Mage,13-15,3,1955,652.0
Mage,16-18,1,1150,1150.0
Mage,19-21,1,0,0.0
Miscellaneous,10-12,2,1260,630.0
Miscellaneous,19-21,1,0,0.0
Miscellaneous,7-9,1,530,530.0
Mulgore,1-3,11,1165,106.0
Mulgore,10-12,29,16585,572.0
Mulgore,13-15,4,2120,530.0
Mulgore,4-6,32,10420,326.0
Mulgore,7-9,17,8725,513.0
Orgrimmar,10-12,29,11235,387.0
Orgrimmar,13-15,13,8335,641.0
Orgrimmar,16-18,9,4750,528.0
Orgrimmar,19-21,21,11560,550.0
Paladin,1-3,2,125,62.0
Paladin,10-12,13,7505,577.0
Paladin,4-6,2,270,135.0
Priest,1-3,2,80,40.0
Priest,10-12,12,2100,175.0
Priest,13-15,3,540,180.0
Priest,19-21,6,1560,260.0
Priest,4-6,4,720,180.0
Ragefire Chasm,13-15,1,1050,1050.0
Ragefire Chasm,16-18,5,6080,1216.0
Rogue,1-3,4,205,51.0
Rogue,10-12,2,420,210.0
Rogue,13-15,6,3185,531.0
Rogue,16-18,6,2575,429.0
Rogue,19-21,4,3010,752.0
Ruins of Lordaeron,19-21,4,6600,1650.0
Shaman,1-3,4,205,51.0
Shaman,10-12,11,6820,620.0
Shaman,13-15,3,2300,767.0
Shaman,19-21,5,3120,624.0
Shaman,4-6,8,1880,235.0
Silverpine Forest,10-12,17,9665,569.0
Silverpine Forest,13-15,13,10675,821.0
Silverpine Forest,16-18,14,12125,866.0
Silverpine Forest,19-21,5,7050,1410.0
Stonetalon Mountains,16-18,7,7395,1056.0
Stonetalon Mountains,19-21,11,13020,1184.0
The Barrens,10-12,25,11905,476.0
The Barrens,13-15,31,25190,813.0
The Barrens,16-18,35,37795,1080.0
The Barrens,19-21,46,47470,1032.0
Thunder Bluff,10-12,30,11545,385.0
Thunder Bluff,13-15,7,4825,689.0
Thunder Bluff,16-18,10,8070,807.0
Thunder Bluff,19-21,9,4595,511.0
Thunder Bluff,7-9,3,1660,553.0
Tirisfal Glades,1-3,15,1470,98.0
Tirisfal Glades,10-12,45,24840,552.0
Tirisfal Glades,13-15,4,2835,709.0
Tirisfal Glades,4-6,32,9940,311.0
Tirisfal Glades,7-9,16,8805,550.0
Uncategorized,1-3,23,1060,46.0
Uncategorized,10-12,29,16645,574.0
Uncategorized,13-15,7,3045,435.0
Uncategorized,19-21,16,2480,155.0
Uncategorized,4-6,72,20930,291.0
Uncategorized,7-9,30,15090,503.0
Undercity,13-15,11,7420,675.0
Undercity,16-18,10,9680,968.0
Undercity,19-21,36,23690,658.0
Undercity,7-9,4,1585,396.0
Wailing Caverns,16-18,6,6405,1068.0
Wailing Caverns,19-21,1,2050,2050.0
Warlock,1-3,4,310,78.0
Warlock,10-12,6,3220,537.0
Warlock,19-21,15,13850,923.0
Warlock,4-6,2,390,195.0
Warrior,1-3,5,245,49.0
Warrior,10-12,10,5280,528.0
Warrior,19-21,3,2485,828.0
Warsong Gulch,19-21,2,2180,1090.0
Westfall,16-18,5,4040,808.0
Westfall,19-21,2,3000,1500.0
Winter Veil,1-3,4,10,2.0
Winter Veil,10-12,1,0,0.0
Winter Veil,19-21,1,0,0.0
Zephras Isle,1-3,13,1475,113.0
Zephras Isle,10-12,41,25465,621.0
Zephras Isle,13-15,7,3045,435.0
Zephras Isle,16-18,0,0,
Zephras Isle,19-21,0,0,
Zephras Isle,4-6,30,8780,293.0
Zephras Isle,7-9,30,15090,503.0
1 zone bracket quests total_xp avg_xp
2 Ashenvale 19-21 7 2150 307.0
3 Blackrock Depths 1-3 1 0 0.0
4 Darkmoon Faire 1-3 1 0 0.0
5 Druid 1-3 2 125 62.0
6 Druid 10-12 11 4540 413.0
7 Druid 13-15 5 3300 660.0
8 Druid 16-18 4 3025 756.0
9 Druid 19-21 8 5225 653.0
10 Durotar 1-3 20 1540 77.0
11 Durotar 10-12 38 21430 564.0
12 Durotar 13-15 6 4005 668.0
13 Durotar 4-6 35 10525 301.0
14 Durotar 7-9 19 12045 634.0
15 Herbalism 16-18 1 1150 1150.0
16 Hillsbrad Foothills 19-21 3 2085 695.0
17 Hunter 1-3 4 205 51.0
18 Hunter 10-12 19 9540 502.0
19 Loch Modan 10-12 1 225 225.0
20 Mage 1-3 3 120 40.0
21 Mage 10-12 4 1850 462.0
22 Mage 13-15 3 1955 652.0
23 Mage 16-18 1 1150 1150.0
24 Mage 19-21 1 0 0.0
25 Miscellaneous 10-12 2 1260 630.0
26 Miscellaneous 19-21 1 0 0.0
27 Miscellaneous 7-9 1 530 530.0
28 Mulgore 1-3 11 1165 106.0
29 Mulgore 10-12 29 16585 572.0
30 Mulgore 13-15 4 2120 530.0
31 Mulgore 4-6 32 10420 326.0
32 Mulgore 7-9 17 8725 513.0
33 Orgrimmar 10-12 29 11235 387.0
34 Orgrimmar 13-15 13 8335 641.0
35 Orgrimmar 16-18 9 4750 528.0
36 Orgrimmar 19-21 21 11560 550.0
37 Paladin 1-3 2 125 62.0
38 Paladin 10-12 13 7505 577.0
39 Paladin 4-6 2 270 135.0
40 Priest 1-3 2 80 40.0
41 Priest 10-12 12 2100 175.0
42 Priest 13-15 3 540 180.0
43 Priest 19-21 6 1560 260.0
44 Priest 4-6 4 720 180.0
45 Ragefire Chasm 13-15 1 1050 1050.0
46 Ragefire Chasm 16-18 5 6080 1216.0
47 Rogue 1-3 4 205 51.0
48 Rogue 10-12 2 420 210.0
49 Rogue 13-15 6 3185 531.0
50 Rogue 16-18 6 2575 429.0
51 Rogue 19-21 4 3010 752.0
52 Ruins of Lordaeron 19-21 4 6600 1650.0
53 Shaman 1-3 4 205 51.0
54 Shaman 10-12 11 6820 620.0
55 Shaman 13-15 3 2300 767.0
56 Shaman 19-21 5 3120 624.0
57 Shaman 4-6 8 1880 235.0
58 Silverpine Forest 10-12 17 9665 569.0
59 Silverpine Forest 13-15 13 10675 821.0
60 Silverpine Forest 16-18 14 12125 866.0
61 Silverpine Forest 19-21 5 7050 1410.0
62 Stonetalon Mountains 16-18 7 7395 1056.0
63 Stonetalon Mountains 19-21 11 13020 1184.0
64 The Barrens 10-12 25 11905 476.0
65 The Barrens 13-15 31 25190 813.0
66 The Barrens 16-18 35 37795 1080.0
67 The Barrens 19-21 46 47470 1032.0
68 Thunder Bluff 10-12 30 11545 385.0
69 Thunder Bluff 13-15 7 4825 689.0
70 Thunder Bluff 16-18 10 8070 807.0
71 Thunder Bluff 19-21 9 4595 511.0
72 Thunder Bluff 7-9 3 1660 553.0
73 Tirisfal Glades 1-3 15 1470 98.0
74 Tirisfal Glades 10-12 45 24840 552.0
75 Tirisfal Glades 13-15 4 2835 709.0
76 Tirisfal Glades 4-6 32 9940 311.0
77 Tirisfal Glades 7-9 16 8805 550.0
78 Uncategorized 1-3 23 1060 46.0
79 Uncategorized 10-12 29 16645 574.0
80 Uncategorized 13-15 7 3045 435.0
81 Uncategorized 19-21 16 2480 155.0
82 Uncategorized 4-6 72 20930 291.0
83 Uncategorized 7-9 30 15090 503.0
84 Undercity 13-15 11 7420 675.0
85 Undercity 16-18 10 9680 968.0
86 Undercity 19-21 36 23690 658.0
87 Undercity 7-9 4 1585 396.0
88 Wailing Caverns 16-18 6 6405 1068.0
89 Wailing Caverns 19-21 1 2050 2050.0
90 Warlock 1-3 4 310 78.0
91 Warlock 10-12 6 3220 537.0
92 Warlock 19-21 15 13850 923.0
93 Warlock 4-6 2 390 195.0
94 Warrior 1-3 5 245 49.0
95 Warrior 10-12 10 5280 528.0
96 Warrior 19-21 3 2485 828.0
97 Warsong Gulch 19-21 2 2180 1090.0
98 Westfall 16-18 5 4040 808.0
99 Westfall 19-21 2 3000 1500.0
100 Winter Veil 1-3 4 10 2.0
101 Winter Veil 10-12 1 0 0.0
102 Winter Veil 19-21 1 0 0.0
103 Zephras Isle 1-3 13 1475 113.0
104 Zephras Isle 10-12 41 25465 621.0
105 Zephras Isle 13-15 7 3045 435.0
106 Zephras Isle 16-18 0 0
107 Zephras Isle 19-21 0 0
108 Zephras Isle 4-6 30 8780 293.0
109 Zephras Isle 7-9 30 15090 503.0

109
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zone,bracket,quests,total_xp,avg_xp
Ashenvale,7: 19-21,7,2150,307.0
Blackrock Depths,1: 1-3,1,0,0.0
Darkmoon Faire,1: 1-3,1,0,0.0
Druid,1: 1-3,2,125,62.0
Druid,4: 10-12,11,4540,413.0
Druid,5: 13-15,5,3300,660.0
Druid,6: 16-18,4,3025,756.0
Druid,7: 19-21,8,5225,653.0
Durotar,1: 1-3,20,1540,77.0
Durotar,2: 4-6,35,10525,301.0
Durotar,3: 7-9,19,12045,634.0
Durotar,4: 10-12,38,21430,564.0
Durotar,5: 13-15,6,4005,668.0
Herbalism,6: 16-18,1,1150,1150.0
Hillsbrad Foothills,7: 19-21,3,2085,695.0
Hunter,1: 1-3,4,205,51.0
Hunter,4: 10-12,19,9540,502.0
Loch Modan,4: 10-12,1,225,225.0
Mage,1: 1-3,3,120,40.0
Mage,4: 10-12,4,1850,462.0
Mage,5: 13-15,3,1955,652.0
Mage,6: 16-18,1,1150,1150.0
Mage,7: 19-21,1,0,0.0
Miscellaneous,3: 7-9,1,530,530.0
Miscellaneous,4: 10-12,2,1260,630.0
Miscellaneous,7: 19-21,1,0,0.0
Mulgore,1: 1-3,11,1165,106.0
Mulgore,2: 4-6,32,10420,326.0
Mulgore,3: 7-9,17,8725,513.0
Mulgore,4: 10-12,29,16585,572.0
Mulgore,5: 13-15,4,2120,530.0
Orgrimmar,4: 10-12,29,11235,387.0
Orgrimmar,5: 13-15,13,8335,641.0
Orgrimmar,6: 16-18,9,4750,528.0
Orgrimmar,7: 19-21,21,11560,550.0
Paladin,1: 1-3,2,125,62.0
Paladin,2: 4-6,2,270,135.0
Paladin,4: 10-12,13,7505,577.0
Priest,1: 1-3,2,80,40.0
Priest,2: 4-6,4,720,180.0
Priest,4: 10-12,12,2100,175.0
Priest,5: 13-15,3,540,180.0
Priest,7: 19-21,6,1560,260.0
Ragefire Chasm,5: 13-15,1,1050,1050.0
Ragefire Chasm,6: 16-18,5,6080,1216.0
Rogue,1: 1-3,4,205,51.0
Rogue,4: 10-12,2,420,210.0
Rogue,5: 13-15,6,3185,531.0
Rogue,6: 16-18,6,2575,429.0
Rogue,7: 19-21,4,3010,752.0
Ruins of Lordaeron,7: 19-21,4,6600,1650.0
Shaman,1: 1-3,4,205,51.0
Shaman,2: 4-6,8,1880,235.0
Shaman,4: 10-12,11,6820,620.0
Shaman,5: 13-15,3,2300,767.0
Shaman,7: 19-21,5,3120,624.0
Silverpine Forest,4: 10-12,17,9665,569.0
Silverpine Forest,5: 13-15,13,10675,821.0
Silverpine Forest,6: 16-18,14,12125,866.0
Silverpine Forest,7: 19-21,5,7050,1410.0
Stonetalon Mountains,6: 16-18,7,7395,1056.0
Stonetalon Mountains,7: 19-21,11,13020,1184.0
The Barrens,4: 10-12,25,11905,476.0
The Barrens,5: 13-15,31,25190,813.0
The Barrens,6: 16-18,35,37795,1080.0
The Barrens,7: 19-21,46,47470,1032.0
Thunder Bluff,3: 7-9,3,1660,553.0
Thunder Bluff,4: 10-12,30,11545,385.0
Thunder Bluff,5: 13-15,7,4825,689.0
Thunder Bluff,6: 16-18,10,8070,807.0
Thunder Bluff,7: 19-21,9,4595,511.0
Tirisfal Glades,1: 1-3,15,1470,98.0
Tirisfal Glades,2: 4-6,32,9940,311.0
Tirisfal Glades,3: 7-9,16,8805,550.0
Tirisfal Glades,4: 10-12,45,24840,552.0
Tirisfal Glades,5: 13-15,4,2835,709.0
Uncategorized,1: 1-3,23,1060,46.0
Uncategorized,2: 4-6,72,20930,291.0
Uncategorized,3: 7-9,30,15090,503.0
Uncategorized,4: 10-12,29,16645,574.0
Uncategorized,5: 13-15,7,3045,435.0
Uncategorized,7: 19-21,16,2480,155.0
Undercity,3: 7-9,4,1585,396.0
Undercity,5: 13-15,11,7420,675.0
Undercity,6: 16-18,10,9680,968.0
Undercity,7: 19-21,36,23690,658.0
Wailing Caverns,6: 16-18,6,6405,1068.0
Wailing Caverns,7: 19-21,1,2050,2050.0
Warlock,1: 1-3,4,310,78.0
Warlock,2: 4-6,2,390,195.0
Warlock,4: 10-12,6,3220,537.0
Warlock,7: 19-21,15,13850,923.0
Warrior,1: 1-3,5,245,49.0
Warrior,4: 10-12,10,5280,528.0
Warrior,7: 19-21,3,2485,828.0
Warsong Gulch,7: 19-21,2,2180,1090.0
Westfall,6: 16-18,5,4040,808.0
Westfall,7: 19-21,2,3000,1500.0
Winter Veil,1: 1-3,4,10,2.0
Winter Veil,4: 10-12,1,0,0.0
Winter Veil,7: 19-21,1,0,0.0
Zephras Isle,1: 1-3,13,1475,113.0
Zephras Isle,2: 4-6,30,8780,293.0
Zephras Isle,3: 7-9,30,15090,503.0
Zephras Isle,4: 10-12,41,25465,621.0
Zephras Isle,5: 13-15,7,3045,435.0
Zephras Isle,6: 16-18,0,0,
Zephras Isle,7: 19-21,0,0,
1 zone bracket quests total_xp avg_xp
2 Ashenvale 7: 19-21 7 2150 307.0
3 Blackrock Depths 1: 1-3 1 0 0.0
4 Darkmoon Faire 1: 1-3 1 0 0.0
5 Druid 1: 1-3 2 125 62.0
6 Druid 4: 10-12 11 4540 413.0
7 Druid 5: 13-15 5 3300 660.0
8 Druid 6: 16-18 4 3025 756.0
9 Druid 7: 19-21 8 5225 653.0
10 Durotar 1: 1-3 20 1540 77.0
11 Durotar 2: 4-6 35 10525 301.0
12 Durotar 3: 7-9 19 12045 634.0
13 Durotar 4: 10-12 38 21430 564.0
14 Durotar 5: 13-15 6 4005 668.0
15 Herbalism 6: 16-18 1 1150 1150.0
16 Hillsbrad Foothills 7: 19-21 3 2085 695.0
17 Hunter 1: 1-3 4 205 51.0
18 Hunter 4: 10-12 19 9540 502.0
19 Loch Modan 4: 10-12 1 225 225.0
20 Mage 1: 1-3 3 120 40.0
21 Mage 4: 10-12 4 1850 462.0
22 Mage 5: 13-15 3 1955 652.0
23 Mage 6: 16-18 1 1150 1150.0
24 Mage 7: 19-21 1 0 0.0
25 Miscellaneous 3: 7-9 1 530 530.0
26 Miscellaneous 4: 10-12 2 1260 630.0
27 Miscellaneous 7: 19-21 1 0 0.0
28 Mulgore 1: 1-3 11 1165 106.0
29 Mulgore 2: 4-6 32 10420 326.0
30 Mulgore 3: 7-9 17 8725 513.0
31 Mulgore 4: 10-12 29 16585 572.0
32 Mulgore 5: 13-15 4 2120 530.0
33 Orgrimmar 4: 10-12 29 11235 387.0
34 Orgrimmar 5: 13-15 13 8335 641.0
35 Orgrimmar 6: 16-18 9 4750 528.0
36 Orgrimmar 7: 19-21 21 11560 550.0
37 Paladin 1: 1-3 2 125 62.0
38 Paladin 2: 4-6 2 270 135.0
39 Paladin 4: 10-12 13 7505 577.0
40 Priest 1: 1-3 2 80 40.0
41 Priest 2: 4-6 4 720 180.0
42 Priest 4: 10-12 12 2100 175.0
43 Priest 5: 13-15 3 540 180.0
44 Priest 7: 19-21 6 1560 260.0
45 Ragefire Chasm 5: 13-15 1 1050 1050.0
46 Ragefire Chasm 6: 16-18 5 6080 1216.0
47 Rogue 1: 1-3 4 205 51.0
48 Rogue 4: 10-12 2 420 210.0
49 Rogue 5: 13-15 6 3185 531.0
50 Rogue 6: 16-18 6 2575 429.0
51 Rogue 7: 19-21 4 3010 752.0
52 Ruins of Lordaeron 7: 19-21 4 6600 1650.0
53 Shaman 1: 1-3 4 205 51.0
54 Shaman 2: 4-6 8 1880 235.0
55 Shaman 4: 10-12 11 6820 620.0
56 Shaman 5: 13-15 3 2300 767.0
57 Shaman 7: 19-21 5 3120 624.0
58 Silverpine Forest 4: 10-12 17 9665 569.0
59 Silverpine Forest 5: 13-15 13 10675 821.0
60 Silverpine Forest 6: 16-18 14 12125 866.0
61 Silverpine Forest 7: 19-21 5 7050 1410.0
62 Stonetalon Mountains 6: 16-18 7 7395 1056.0
63 Stonetalon Mountains 7: 19-21 11 13020 1184.0
64 The Barrens 4: 10-12 25 11905 476.0
65 The Barrens 5: 13-15 31 25190 813.0
66 The Barrens 6: 16-18 35 37795 1080.0
67 The Barrens 7: 19-21 46 47470 1032.0
68 Thunder Bluff 3: 7-9 3 1660 553.0
69 Thunder Bluff 4: 10-12 30 11545 385.0
70 Thunder Bluff 5: 13-15 7 4825 689.0
71 Thunder Bluff 6: 16-18 10 8070 807.0
72 Thunder Bluff 7: 19-21 9 4595 511.0
73 Tirisfal Glades 1: 1-3 15 1470 98.0
74 Tirisfal Glades 2: 4-6 32 9940 311.0
75 Tirisfal Glades 3: 7-9 16 8805 550.0
76 Tirisfal Glades 4: 10-12 45 24840 552.0
77 Tirisfal Glades 5: 13-15 4 2835 709.0
78 Uncategorized 1: 1-3 23 1060 46.0
79 Uncategorized 2: 4-6 72 20930 291.0
80 Uncategorized 3: 7-9 30 15090 503.0
81 Uncategorized 4: 10-12 29 16645 574.0
82 Uncategorized 5: 13-15 7 3045 435.0
83 Uncategorized 7: 19-21 16 2480 155.0
84 Undercity 3: 7-9 4 1585 396.0
85 Undercity 5: 13-15 11 7420 675.0
86 Undercity 6: 16-18 10 9680 968.0
87 Undercity 7: 19-21 36 23690 658.0
88 Wailing Caverns 6: 16-18 6 6405 1068.0
89 Wailing Caverns 7: 19-21 1 2050 2050.0
90 Warlock 1: 1-3 4 310 78.0
91 Warlock 2: 4-6 2 390 195.0
92 Warlock 4: 10-12 6 3220 537.0
93 Warlock 7: 19-21 15 13850 923.0
94 Warrior 1: 1-3 5 245 49.0
95 Warrior 4: 10-12 10 5280 528.0
96 Warrior 7: 19-21 3 2485 828.0
97 Warsong Gulch 7: 19-21 2 2180 1090.0
98 Westfall 6: 16-18 5 4040 808.0
99 Westfall 7: 19-21 2 3000 1500.0
100 Winter Veil 1: 1-3 4 10 2.0
101 Winter Veil 4: 10-12 1 0 0.0
102 Winter Veil 7: 19-21 1 0 0.0
103 Zephras Isle 1: 1-3 13 1475 113.0
104 Zephras Isle 2: 4-6 30 8780 293.0
105 Zephras Isle 3: 7-9 30 15090 503.0
106 Zephras Isle 4: 10-12 41 25465 621.0
107 Zephras Isle 5: 13-15 7 3045 435.0
108 Zephras Isle 6: 16-18 0 0
109 Zephras Isle 7: 19-21 0 0

107
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zone,bracket,quests,with_objective,total_xp,total_to_objective,total_from_objective,total_travel,avg_travel,xp_per_travel
Ashenvale,7: 19-21,7,3,2150,86.22196857922745,86.22196857922745,172.4439371584549,43.110984289613725,12.5
Blackrock Depths,1: 1-3,1,0,0,0.0,0.0,0.0,,
Darkmoon Faire,1: 1-3,1,0,0,0.0,0.0,0.0,,
Druid,1: 1-3,2,0,125,0.0,0.0,0.0,,inf
Druid,4: 10-12,11,0,4540,0.0,0.0,0.0,,inf
Druid,5: 13-15,5,0,3300,0.0,0.0,0.0,,inf
Druid,6: 16-18,4,0,3025,0.0,0.0,0.0,,inf
Druid,7: 19-21,8,0,5225,0.0,0.0,0.0,,inf
Durotar,1: 1-3,20,2,1540,7.2496867579747235,7.2496867579747235,30.238752090540732,1.6799306716967073,50.9
Durotar,2: 4-6,35,8,10525,88.02397548674963,83.42527428521277,349.3591211947182,12.93922671091549,30.1
Durotar,3: 7-9,19,6,12045,96.01873824079449,96.01873824079449,232.18705387598337,15.479136925065557,51.9
Durotar,4: 10-12,38,13,21430,167.21238250331842,167.21238250331842,402.6859851873704,22.37144362152058,53.2
Durotar,5: 13-15,6,1,4005,0.5,0.4123105625617633,0.9123105625617633,0.4561552812808817,4390.0
Herbalism,6: 16-18,1,0,1150,0.0,0.0,0.0,,inf
Hillsbrad Foothills,7: 19-21,3,0,2085,0.0,0.0,49.53804374193411,24.769021870967055,42.1
Hunter,1: 1-3,4,0,205,0.0,0.0,0.0,,inf
Hunter,4: 10-12,19,0,9540,0.0,0.0,0.0,,inf
Loch Modan,4: 10-12,1,0,225,0.0,0.0,0.0,,inf
Mage,1: 1-3,3,0,120,0.0,0.0,0.0,,inf
Mage,4: 10-12,4,0,1850,0.0,0.0,0.0,,inf
Mage,5: 13-15,3,0,1955,0.0,0.0,0.0,,inf
Mage,6: 16-18,1,0,1150,0.0,0.0,0.0,,inf
Mage,7: 19-21,1,0,0,0.0,0.0,0.0,,
Miscellaneous,3: 7-9,1,0,530,0.0,0.0,0.0,,inf
Miscellaneous,4: 10-12,2,0,1260,0.0,0.0,0.0,,inf
Miscellaneous,7: 19-21,1,0,0,0.0,0.0,0.0,,
Mulgore,1: 1-3,11,2,1165,15.016765583909526,15.016765583909526,64.20695016256053,6.420695016256053,18.1
Mulgore,2: 4-6,32,7,10420,96.15671294456787,91.41318248010322,303.51664696952895,13.196375955196912,34.3
Mulgore,3: 7-9,17,7,8725,67.14906023022141,67.14906023022141,200.3751243453758,13.358341623025053,43.5
Mulgore,4: 10-12,29,7,16585,109.14986184665257,92.74152938439545,179.4939094457104,17.94939094457104,92.4
Mulgore,5: 13-15,4,0,2120,0.0,0.0,0.0,,inf
Orgrimmar,4: 10-12,29,3,11235,66.6682266317423,66.6682266317423,143.17769302278322,14.317769302278322,78.5
Orgrimmar,5: 13-15,13,2,8335,20.607473974613356,20.607473974613356,114.77562613212774,12.752847348014193,72.6
Orgrimmar,6: 16-18,9,0,4750,0.0,0.0,22.3785663382064,5.5946415845516,212.3
Orgrimmar,7: 19-21,21,2,11560,9.648892006374707,9.648892006374707,53.59341479474561,4.466117899562135,215.7
Paladin,1: 1-3,2,0,125,0.0,0.0,0.0,,inf
Paladin,2: 4-6,2,0,270,0.0,0.0,0.0,,inf
Paladin,4: 10-12,13,0,7505,0.0,0.0,0.0,,inf
Priest,1: 1-3,2,0,80,0.0,0.0,0.0,,inf
Priest,2: 4-6,4,0,720,0.0,0.0,0.0,,inf
Priest,4: 10-12,12,0,2100,0.0,0.0,0.0,,inf
Priest,5: 13-15,3,0,540,0.0,0.0,0.0,,inf
Priest,7: 19-21,6,0,1560,0.0,0.0,0.0,,inf
Ragefire Chasm,5: 13-15,1,0,1050,0.0,0.0,0.0,,inf
Ragefire Chasm,6: 16-18,5,0,6080,0.0,0.0,0.0,,inf
Rogue,1: 1-3,4,0,205,0.0,0.0,0.0,,inf
Rogue,4: 10-12,2,0,420,0.0,0.0,0.0,,inf
Rogue,5: 13-15,6,0,3185,0.0,0.0,0.0,,inf
Rogue,6: 16-18,6,0,2575,0.0,0.0,0.0,,inf
Rogue,7: 19-21,4,0,3010,0.0,0.0,0.0,,inf
Ruins of Lordaeron,7: 19-21,4,0,6600,0.0,0.0,0.0,,inf
Shaman,1: 1-3,4,0,205,0.0,0.0,0.0,,inf
Shaman,2: 4-6,8,0,1880,0.0,0.0,0.0,,inf
Shaman,4: 10-12,11,0,6820,0.0,0.0,0.0,,inf
Shaman,5: 13-15,3,0,2300,0.0,0.0,0.0,,inf
Shaman,7: 19-21,5,0,3120,0.0,0.0,0.0,,inf
Silverpine Forest,4: 10-12,17,5,9665,62.84900392030974,55.482907861999436,229.08623704351567,19.090519753626307,42.2
Silverpine Forest,5: 13-15,13,4,10675,73.58580941279655,73.58580941279655,190.0637154217843,21.11819060242048,56.2
Silverpine Forest,6: 16-18,14,4,12125,121.59726463408211,91.80316366368211,218.47823083334725,31.21117583333532,55.5
Silverpine Forest,7: 19-21,5,3,7050,116.64678523566371,116.64678523566371,233.29357047132743,77.76452349044247,30.2
Stonetalon Mountains,6: 16-18,7,3,7395,29.031685770877647,29.031685770877647,58.063371541755295,58.063371541755295,127.4
Stonetalon Mountains,7: 19-21,11,5,13020,73.75785042074442,80.10713311165387,153.86498353239827,38.46624588309957,84.6
The Barrens,4: 10-12,25,2,11905,7.917834652519845,7.917834652519845,86.58476283999335,8.658476283999335,137.5
The Barrens,5: 13-15,31,12,25190,106.26158293857759,106.26158293857759,274.209754384025,12.46407974472841,91.9
The Barrens,6: 16-18,35,19,37795,229.9489971737371,231.2475440436149,550.3258938868469,19.65449621024453,68.7
The Barrens,7: 19-21,46,20,47470,208.72855582400518,209.74167113110244,496.02927419544613,16.534309139848204,95.7
Thunder Bluff,3: 7-9,3,1,1660,5.702144952974186,5.702144952974186,11.404289905948373,11.404289905948373,145.6
Thunder Bluff,4: 10-12,30,2,11545,48.7382207185583,48.7382207185583,151.33684524232066,15.133684524232066,76.3
Thunder Bluff,5: 13-15,7,0,4825,0.0,0.0,0.0,0.0,inf
Thunder Bluff,6: 16-18,10,0,8070,0.0,0.0,52.02189621860649,17.340632072868832,155.1
Thunder Bluff,7: 19-21,9,0,4595,0.0,0.0,0.0,0.0,inf
Tirisfal Glades,1: 1-3,15,5,1470,40.25494036916621,40.25494036916621,90.13212886750887,6.933240682116066,16.3
Tirisfal Glades,2: 4-6,32,11,9940,96.91431336829991,64.66016634811038,350.2220496377767,12.076622401302645,28.4
Tirisfal Glades,3: 7-9,16,7,8805,104.3267005186916,104.3267005186916,281.23572692502677,21.63351745577129,31.3
Tirisfal Glades,4: 10-12,45,16,24840,239.4624763900186,272.9735205879254,683.3871411878215,18.982976144106154,36.3
Tirisfal Glades,5: 13-15,4,3,2835,48.23489964898144,48.23489964898144,96.46979929796288,48.23489964898144,29.4
Uncategorized,1: 1-3,23,0,1060,0.0,0.0,0.0,,inf
Uncategorized,2: 4-6,72,0,20930,0.0,0.0,0.0,,inf
Uncategorized,3: 7-9,30,0,15090,0.0,0.0,0.0,,inf
Uncategorized,4: 10-12,29,0,16645,0.0,0.0,0.0,,inf
Uncategorized,5: 13-15,7,0,3045,0.0,0.0,0.0,,inf
Uncategorized,7: 19-21,16,0,2480,0.0,0.0,0.0,,inf
Undercity,3: 7-9,4,0,1585,0.0,0.0,0.0,0.0,inf
Undercity,5: 13-15,11,1,7420,38.25748291972724,18.57045004630836,151.85004641939378,25.30834106989896,48.9
Undercity,6: 16-18,10,0,9680,0.0,0.0,22.253285400387767,5.563321350096942,435.0
Undercity,7: 19-21,36,1,23690,1.9075548306926227,1.9075548306926227,52.5200230196221,3.0894131188013,451.1
Wailing Caverns,6: 16-18,6,0,6405,0.0,0.0,0.0,,inf
Wailing Caverns,7: 19-21,1,0,2050,0.0,0.0,0.0,,inf
Warlock,1: 1-3,4,0,310,0.0,0.0,0.0,,inf
Warlock,2: 4-6,2,0,390,0.0,0.0,0.0,,inf
Warlock,4: 10-12,6,0,3220,0.0,0.0,0.0,,inf
Warlock,7: 19-21,15,0,13850,0.0,0.0,0.0,,inf
Warrior,1: 1-3,5,0,245,0.0,0.0,0.0,,inf
Warrior,4: 10-12,10,0,5280,0.0,0.0,0.0,,inf
Warrior,7: 19-21,3,0,2485,0.0,0.0,0.0,,inf
Warsong Gulch,7: 19-21,2,0,2180,0.0,0.0,0.0,,inf
Westfall,6: 16-18,5,1,4040,54.90280123824708,54.90280123824708,169.65665621242402,42.414164053106006,23.8
Westfall,7: 19-21,2,2,3000,46.411668147220254,46.411668147220254,92.82333629444051,46.411668147220254,32.3
Winter Veil,1: 1-3,4,0,10,0.0,0.0,0.0,,inf
Winter Veil,4: 10-12,1,0,0,0.0,0.0,0.0,,
Winter Veil,7: 19-21,1,0,0,0.0,0.0,0.0,,
Zephras Isle,1: 1-3,13,4,1475,14.526626524171727,14.526626524171727,42.18306281701619,3.2448509859243226,35.0
Zephras Isle,2: 4-6,30,9,8780,62.595018153829784,62.595018153829784,251.40715666795938,8.380238555598646,34.9
Zephras Isle,3: 7-9,30,17,15090,182.35203024809363,183.20317500773706,501.8040603510491,16.726802011701636,30.1
Zephras Isle,4: 10-12,41,20,25465,251.0154804558676,186.694070988593,645.9601977575601,16.149004943939,39.4
Zephras Isle,5: 13-15,7,3,3045,23.09501377109359,23.09501377109359,54.02903258109359,10.805806516218718,56.4
1 zone bracket quests with_objective total_xp total_to_objective total_from_objective total_travel avg_travel xp_per_travel
2 Ashenvale 7: 19-21 7 3 2150 86.22196857922745 86.22196857922745 172.4439371584549 43.110984289613725 12.5
3 Blackrock Depths 1: 1-3 1 0 0 0.0 0.0 0.0
4 Darkmoon Faire 1: 1-3 1 0 0 0.0 0.0 0.0
5 Druid 1: 1-3 2 0 125 0.0 0.0 0.0 inf
6 Druid 4: 10-12 11 0 4540 0.0 0.0 0.0 inf
7 Druid 5: 13-15 5 0 3300 0.0 0.0 0.0 inf
8 Druid 6: 16-18 4 0 3025 0.0 0.0 0.0 inf
9 Druid 7: 19-21 8 0 5225 0.0 0.0 0.0 inf
10 Durotar 1: 1-3 20 2 1540 7.2496867579747235 7.2496867579747235 30.238752090540732 1.6799306716967073 50.9
11 Durotar 2: 4-6 35 8 10525 88.02397548674963 83.42527428521277 349.3591211947182 12.93922671091549 30.1
12 Durotar 3: 7-9 19 6 12045 96.01873824079449 96.01873824079449 232.18705387598337 15.479136925065557 51.9
13 Durotar 4: 10-12 38 13 21430 167.21238250331842 167.21238250331842 402.6859851873704 22.37144362152058 53.2
14 Durotar 5: 13-15 6 1 4005 0.5 0.4123105625617633 0.9123105625617633 0.4561552812808817 4390.0
15 Herbalism 6: 16-18 1 0 1150 0.0 0.0 0.0 inf
16 Hillsbrad Foothills 7: 19-21 3 0 2085 0.0 0.0 49.53804374193411 24.769021870967055 42.1
17 Hunter 1: 1-3 4 0 205 0.0 0.0 0.0 inf
18 Hunter 4: 10-12 19 0 9540 0.0 0.0 0.0 inf
19 Loch Modan 4: 10-12 1 0 225 0.0 0.0 0.0 inf
20 Mage 1: 1-3 3 0 120 0.0 0.0 0.0 inf
21 Mage 4: 10-12 4 0 1850 0.0 0.0 0.0 inf
22 Mage 5: 13-15 3 0 1955 0.0 0.0 0.0 inf
23 Mage 6: 16-18 1 0 1150 0.0 0.0 0.0 inf
24 Mage 7: 19-21 1 0 0 0.0 0.0 0.0
25 Miscellaneous 3: 7-9 1 0 530 0.0 0.0 0.0 inf
26 Miscellaneous 4: 10-12 2 0 1260 0.0 0.0 0.0 inf
27 Miscellaneous 7: 19-21 1 0 0 0.0 0.0 0.0
28 Mulgore 1: 1-3 11 2 1165 15.016765583909526 15.016765583909526 64.20695016256053 6.420695016256053 18.1
29 Mulgore 2: 4-6 32 7 10420 96.15671294456787 91.41318248010322 303.51664696952895 13.196375955196912 34.3
30 Mulgore 3: 7-9 17 7 8725 67.14906023022141 67.14906023022141 200.3751243453758 13.358341623025053 43.5
31 Mulgore 4: 10-12 29 7 16585 109.14986184665257 92.74152938439545 179.4939094457104 17.94939094457104 92.4
32 Mulgore 5: 13-15 4 0 2120 0.0 0.0 0.0 inf
33 Orgrimmar 4: 10-12 29 3 11235 66.6682266317423 66.6682266317423 143.17769302278322 14.317769302278322 78.5
34 Orgrimmar 5: 13-15 13 2 8335 20.607473974613356 20.607473974613356 114.77562613212774 12.752847348014193 72.6
35 Orgrimmar 6: 16-18 9 0 4750 0.0 0.0 22.3785663382064 5.5946415845516 212.3
36 Orgrimmar 7: 19-21 21 2 11560 9.648892006374707 9.648892006374707 53.59341479474561 4.466117899562135 215.7
37 Paladin 1: 1-3 2 0 125 0.0 0.0 0.0 inf
38 Paladin 2: 4-6 2 0 270 0.0 0.0 0.0 inf
39 Paladin 4: 10-12 13 0 7505 0.0 0.0 0.0 inf
40 Priest 1: 1-3 2 0 80 0.0 0.0 0.0 inf
41 Priest 2: 4-6 4 0 720 0.0 0.0 0.0 inf
42 Priest 4: 10-12 12 0 2100 0.0 0.0 0.0 inf
43 Priest 5: 13-15 3 0 540 0.0 0.0 0.0 inf
44 Priest 7: 19-21 6 0 1560 0.0 0.0 0.0 inf
45 Ragefire Chasm 5: 13-15 1 0 1050 0.0 0.0 0.0 inf
46 Ragefire Chasm 6: 16-18 5 0 6080 0.0 0.0 0.0 inf
47 Rogue 1: 1-3 4 0 205 0.0 0.0 0.0 inf
48 Rogue 4: 10-12 2 0 420 0.0 0.0 0.0 inf
49 Rogue 5: 13-15 6 0 3185 0.0 0.0 0.0 inf
50 Rogue 6: 16-18 6 0 2575 0.0 0.0 0.0 inf
51 Rogue 7: 19-21 4 0 3010 0.0 0.0 0.0 inf
52 Ruins of Lordaeron 7: 19-21 4 0 6600 0.0 0.0 0.0 inf
53 Shaman 1: 1-3 4 0 205 0.0 0.0 0.0 inf
54 Shaman 2: 4-6 8 0 1880 0.0 0.0 0.0 inf
55 Shaman 4: 10-12 11 0 6820 0.0 0.0 0.0 inf
56 Shaman 5: 13-15 3 0 2300 0.0 0.0 0.0 inf
57 Shaman 7: 19-21 5 0 3120 0.0 0.0 0.0 inf
58 Silverpine Forest 4: 10-12 17 5 9665 62.84900392030974 55.482907861999436 229.08623704351567 19.090519753626307 42.2
59 Silverpine Forest 5: 13-15 13 4 10675 73.58580941279655 73.58580941279655 190.0637154217843 21.11819060242048 56.2
60 Silverpine Forest 6: 16-18 14 4 12125 121.59726463408211 91.80316366368211 218.47823083334725 31.21117583333532 55.5
61 Silverpine Forest 7: 19-21 5 3 7050 116.64678523566371 116.64678523566371 233.29357047132743 77.76452349044247 30.2
62 Stonetalon Mountains 6: 16-18 7 3 7395 29.031685770877647 29.031685770877647 58.063371541755295 58.063371541755295 127.4
63 Stonetalon Mountains 7: 19-21 11 5 13020 73.75785042074442 80.10713311165387 153.86498353239827 38.46624588309957 84.6
64 The Barrens 4: 10-12 25 2 11905 7.917834652519845 7.917834652519845 86.58476283999335 8.658476283999335 137.5
65 The Barrens 5: 13-15 31 12 25190 106.26158293857759 106.26158293857759 274.209754384025 12.46407974472841 91.9
66 The Barrens 6: 16-18 35 19 37795 229.9489971737371 231.2475440436149 550.3258938868469 19.65449621024453 68.7
67 The Barrens 7: 19-21 46 20 47470 208.72855582400518 209.74167113110244 496.02927419544613 16.534309139848204 95.7
68 Thunder Bluff 3: 7-9 3 1 1660 5.702144952974186 5.702144952974186 11.404289905948373 11.404289905948373 145.6
69 Thunder Bluff 4: 10-12 30 2 11545 48.7382207185583 48.7382207185583 151.33684524232066 15.133684524232066 76.3
70 Thunder Bluff 5: 13-15 7 0 4825 0.0 0.0 0.0 0.0 inf
71 Thunder Bluff 6: 16-18 10 0 8070 0.0 0.0 52.02189621860649 17.340632072868832 155.1
72 Thunder Bluff 7: 19-21 9 0 4595 0.0 0.0 0.0 0.0 inf
73 Tirisfal Glades 1: 1-3 15 5 1470 40.25494036916621 40.25494036916621 90.13212886750887 6.933240682116066 16.3
74 Tirisfal Glades 2: 4-6 32 11 9940 96.91431336829991 64.66016634811038 350.2220496377767 12.076622401302645 28.4
75 Tirisfal Glades 3: 7-9 16 7 8805 104.3267005186916 104.3267005186916 281.23572692502677 21.63351745577129 31.3
76 Tirisfal Glades 4: 10-12 45 16 24840 239.4624763900186 272.9735205879254 683.3871411878215 18.982976144106154 36.3
77 Tirisfal Glades 5: 13-15 4 3 2835 48.23489964898144 48.23489964898144 96.46979929796288 48.23489964898144 29.4
78 Uncategorized 1: 1-3 23 0 1060 0.0 0.0 0.0 inf
79 Uncategorized 2: 4-6 72 0 20930 0.0 0.0 0.0 inf
80 Uncategorized 3: 7-9 30 0 15090 0.0 0.0 0.0 inf
81 Uncategorized 4: 10-12 29 0 16645 0.0 0.0 0.0 inf
82 Uncategorized 5: 13-15 7 0 3045 0.0 0.0 0.0 inf
83 Uncategorized 7: 19-21 16 0 2480 0.0 0.0 0.0 inf
84 Undercity 3: 7-9 4 0 1585 0.0 0.0 0.0 0.0 inf
85 Undercity 5: 13-15 11 1 7420 38.25748291972724 18.57045004630836 151.85004641939378 25.30834106989896 48.9
86 Undercity 6: 16-18 10 0 9680 0.0 0.0 22.253285400387767 5.563321350096942 435.0
87 Undercity 7: 19-21 36 1 23690 1.9075548306926227 1.9075548306926227 52.5200230196221 3.0894131188013 451.1
88 Wailing Caverns 6: 16-18 6 0 6405 0.0 0.0 0.0 inf
89 Wailing Caverns 7: 19-21 1 0 2050 0.0 0.0 0.0 inf
90 Warlock 1: 1-3 4 0 310 0.0 0.0 0.0 inf
91 Warlock 2: 4-6 2 0 390 0.0 0.0 0.0 inf
92 Warlock 4: 10-12 6 0 3220 0.0 0.0 0.0 inf
93 Warlock 7: 19-21 15 0 13850 0.0 0.0 0.0 inf
94 Warrior 1: 1-3 5 0 245 0.0 0.0 0.0 inf
95 Warrior 4: 10-12 10 0 5280 0.0 0.0 0.0 inf
96 Warrior 7: 19-21 3 0 2485 0.0 0.0 0.0 inf
97 Warsong Gulch 7: 19-21 2 0 2180 0.0 0.0 0.0 inf
98 Westfall 6: 16-18 5 1 4040 54.90280123824708 54.90280123824708 169.65665621242402 42.414164053106006 23.8
99 Westfall 7: 19-21 2 2 3000 46.411668147220254 46.411668147220254 92.82333629444051 46.411668147220254 32.3
100 Winter Veil 1: 1-3 4 0 10 0.0 0.0 0.0 inf
101 Winter Veil 4: 10-12 1 0 0 0.0 0.0 0.0
102 Winter Veil 7: 19-21 1 0 0 0.0 0.0 0.0
103 Zephras Isle 1: 1-3 13 4 1475 14.526626524171727 14.526626524171727 42.18306281701619 3.2448509859243226 35.0
104 Zephras Isle 2: 4-6 30 9 8780 62.595018153829784 62.595018153829784 251.40715666795938 8.380238555598646 34.9
105 Zephras Isle 3: 7-9 30 17 15090 182.35203024809363 183.20317500773706 501.8040603510491 16.726802011701636 30.1
106 Zephras Isle 4: 10-12 41 20 25465 251.0154804558676 186.694070988593 645.9601977575601 16.149004943939 39.4
107 Zephras Isle 5: 13-15 7 3 3045 23.09501377109359 23.09501377109359 54.02903258109359 10.805806516218718 56.4

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zone,bracket,quests,with_objective,total_xp,total_to_objective,total_from_objective,total_travel,avg_travel,xp_per_travel
Alchemy,3: 7-9,1,0,700,0.0,0.0,0.0,,inf
Anvilmar,2: 4-6,1,0,405,0.0,0.0,0.0,,inf
Ashenvale,6: 16-18,5,0,4910,0.0,0.0,0.0,,inf
Ashenvale,7: 19-21,16,4,17250,43.48682271513522,73.4378044700066,169.29512805417096,14.10792733784758,101.9
Blackrock Depths,1: 1-3,1,0,0,0.0,0.0,0.0,,
Blacksmithing,4: 10-12,1,0,910,0.0,0.0,0.0,,inf
Blacksmithing,6: 16-18,1,0,1150,0.0,0.0,0.0,,inf
Cooking,3: 7-9,2,0,1260,0.0,0.0,0.0,,inf
Cooking,4: 10-12,1,0,910,0.0,0.0,0.0,,inf
Darkmoon Faire,1: 1-3,1,0,0,0.0,0.0,0.0,,
Darkshore,1: 1-3,2,0,0,0.0,0.0,0.0,0.0,
Darkshore,4: 10-12,13,6,9440,55.25260876595058,71.74918457229674,134.89102650757374,13.489102650757374,70.0
Darkshore,5: 13-15,25,6,18165,89.73167339632545,95.09239954545124,313.72205966930886,14.939145698538518,57.9
Darkshore,6: 16-18,24,8,25055,127.9146094434045,145.73004621768075,389.068006383087,22.886353316652176,64.4
Darkshore,7: 19-21,20,6,22680,159.5844363435948,159.5844363435948,608.4263538107444,46.80202721621111,37.3
Darnassus,4: 10-12,33,1,12680,63.82383333355096,63.82383333355096,268.18045603234043,17.878697068822696,47.3
Darnassus,5: 13-15,3,0,1570,0.0,0.0,0.0,,inf
Deeprun Tram,4: 10-12,2,0,1000,0.0,0.0,0.0,,inf
Druid,1: 1-3,2,0,125,0.0,0.0,0.0,,inf
Druid,4: 10-12,11,0,4540,0.0,0.0,0.0,,inf
Druid,5: 13-15,5,0,3300,0.0,0.0,0.0,,inf
Druid,6: 16-18,4,0,3025,0.0,0.0,0.0,,inf
Druid,7: 19-21,8,0,5225,0.0,0.0,0.0,,inf
Dun Morogh,1: 1-3,19,3,1390,23.253891449566066,23.253891449566066,101.82856998072529,5.989915881219135,13.7
Dun Morogh,2: 4-6,32,7,9720,50.08524493955694,50.08524493955694,313.19743687280356,11.18562274545727,31.0
Dun Morogh,3: 7-9,20,9,10015,68.86140632021898,68.86140632021898,216.3254391975046,10.81627195987523,46.3
Dun Morogh,4: 10-12,36,9,17170,68.3171822128801,76.85951191462325,302.2427492562249,16.79126384756805,56.8
Dun Morogh,5: 13-15,7,3,5930,15.756432626061837,12.79481144839578,42.78613417088434,14.262044723628113,138.6
Dun Morogh,6: 16-18,3,0,2715,0.0,0.0,0.0,,inf
Durotar,3: 7-9,1,0,780,0.0,0.0,0.0,0.0,inf
Durotar,4: 10-12,1,1,880,6.230228281888587,6.230228281888587,12.460456563777173,12.460456563777173,70.6
Duskwood,7: 19-21,6,3,4840,92.75232931209018,92.75232931209018,356.5280738259673,59.42134563766121,13.6
Dustwallow Marsh,7: 19-21,1,0,0,0.0,0.0,0.0,,
Elwynn Forest,1: 1-3,21,6,1615,69.79003749304204,78.46992582193789,174.62618608517332,9.190851899219648,9.2
Elwynn Forest,2: 4-6,34,7,8960,69.23047417066707,75.42530613926694,384.3753377194917,12.39920444256425,23.3
Elwynn Forest,3: 7-9,21,11,12720,177.34875083455742,166.88813990157476,382.9310664541583,19.146553322707916,33.2
Elwynn Forest,4: 10-12,37,7,19445,95.9792603985216,109.5204005260423,368.0893413128177,16.003884404905115,52.8
Fishing,4: 10-12,2,0,1365,0.0,0.0,0.0,,inf
Herbalism,6: 16-18,1,0,1150,0.0,0.0,0.0,,inf
Hunter,1: 1-3,3,0,165,0.0,0.0,0.0,,inf
Hunter,4: 10-12,23,0,12480,0.0,0.0,0.0,,inf
Ironforge,1: 1-3,5,0,55,0.0,0.0,44.01942177022199,11.004855442555497,1.2
Ironforge,4: 10-12,37,0,13095,0.0,0.0,139.0138443929029,10.693372645607916,94.2
Ironforge,5: 13-15,13,1,7505,49.48878485601215,49.48878485601215,166.74611077858142,27.791018463096904,45.0
Kharanos,4: 10-12,1,0,85,0.0,0.0,0.0,,inf
Leatherworking,6: 16-18,1,0,1350,0.0,0.0,0.0,,inf
Loch Modan,4: 10-12,13,4,8315,72.13647553589269,72.13647553589269,178.71534910648603,29.78589151774767,46.5
Loch Modan,5: 13-15,19,4,14375,97.86979000880527,97.86979000880527,301.86249093510827,23.220191610392945,47.6
Loch Modan,6: 16-18,14,7,14620,111.3865260164705,126.71951597741982,296.500435444576,26.954585040416,49.3
Loch Modan,7: 19-21,9,2,9825,86.69187657745643,88.34718184137823,229.88051265536777,32.84007323648111,42.7
Mage,1: 1-3,3,0,165,0.0,0.0,0.0,,inf
Mage,4: 10-12,6,0,3445,0.0,0.0,0.0,,inf
Mage,5: 13-15,3,0,1955,0.0,0.0,0.0,,inf
Mage,6: 16-18,1,0,1150,0.0,0.0,0.0,,inf
Mage,7: 19-21,1,0,0,0.0,0.0,0.0,,
Miscellaneous,2: 4-6,1,0,405,0.0,0.0,0.0,,inf
Miscellaneous,4: 10-12,2,0,1260,0.0,0.0,0.0,,inf
Miscellaneous,7: 19-21,1,0,0,0.0,0.0,0.0,,
Paladin,1: 1-3,2,0,80,0.0,0.0,0.0,,inf
Paladin,4: 10-12,13,0,1945,0.0,0.0,0.0,,inf
Paladin,5: 13-15,12,0,7300,0.0,0.0,0.0,,inf
Paladin,7: 19-21,4,0,1220,0.0,0.0,0.0,,inf
Priest,1: 1-3,4,0,160,0.0,0.0,0.0,,inf
Priest,2: 4-6,6,0,1080,0.0,0.0,0.0,,inf
Priest,4: 10-12,28,0,4620,0.0,0.0,0.0,,inf
Priest,5: 13-15,7,0,1620,0.0,0.0,0.0,,inf
Priest,7: 19-21,13,0,3510,0.0,0.0,0.0,,inf
Redridge Mountains,5: 13-15,10,0,5055,0.0,0.0,56.173623446759436,11.234724689351888,90.0
Redridge Mountains,6: 16-18,14,4,11775,63.97863749901971,63.97863749901971,145.4226604472326,24.237110074538766,81.0
Redridge Mountains,7: 19-21,10,6,13405,130.85022762249795,130.85022762249795,261.7004552449959,32.71255690562449,51.2
Rogue,1: 1-3,5,0,245,0.0,0.0,0.0,,inf
Rogue,4: 10-12,7,0,4410,0.0,0.0,0.0,,inf
Rogue,6: 16-18,6,0,1155,0.0,0.0,0.0,,inf
Rogue,7: 19-21,5,0,3245,0.0,0.0,0.0,,inf
Ruins of Lordaeron,7: 19-21,1,0,1650,0.0,0.0,0.0,,inf
Shaman,1: 1-3,1,0,40,0.0,0.0,0.0,,inf
Shaman,2: 4-6,4,0,985,0.0,0.0,0.0,,inf
Shaman,4: 10-12,3,0,1500,0.0,0.0,0.0,,inf
Shaman,5: 13-15,4,0,3480,0.0,0.0,0.0,,inf
Shaman,7: 19-21,2,0,780,0.0,0.0,0.0,,inf
Stonetalon Mountains,7: 19-21,12,2,12160,28.785210207029003,28.785210207029003,57.99468448276993,19.331561494256643,209.7
Stormwind City,1: 1-3,5,0,355,0.0,0.0,37.31255221936733,9.328138054841833,9.5
Stormwind City,4: 10-12,41,1,12405,2.6534505836740276,2.6534505836740276,94.1507884354622,6.276719229030814,131.8
Stormwind City,5: 13-15,21,3,13420,72.95021870001224,69.27331129740946,233.74537567420907,23.37453756742091,57.4
Stormwind City,6: 16-18,18,0,8530,0.0,0.0,209.3126255632573,29.901803651893903,40.8
Teldrassil,1: 1-3,12,3,1200,12.911301433847976,12.911301433847976,51.55593562478292,4.686903238616629,23.3
Teldrassil,2: 4-6,33,4,9875,37.75323029138802,37.75323029138802,292.4724855000118,10.832314277778217,33.8
Teldrassil,3: 7-9,20,9,11765,95.18597364882127,95.18597364882127,263.9455842809509,15.526210840055937,44.6
Teldrassil,4: 10-12,38,5,18245,57.63840505556519,57.63840505556519,218.74146445318962,12.152303580732756,83.4
The Barrens,5: 13-15,7,3,3890,10.33358142695701,10.33358142695701,52.82410524031706,7.546300748616723,73.6
The Barrens,6: 16-18,10,7,13400,103.06424213810307,104.3627890079809,265.62525869569134,26.562525869569136,50.4
The Barrens,7: 19-21,8,2,11075,22.51985498435451,23.532970291451754,46.05282527580626,15.350941758602088,240.5
The Deadmines,6: 16-18,3,0,3950,0.0,0.0,0.0,,inf
The Deadmines,7: 19-21,2,0,3100,0.0,0.0,0.0,,inf
The Hall of Thanes,5: 13-15,2,0,2400,0.0,0.0,0.0,,inf
The Hall of Thanes,6: 16-18,1,0,1450,0.0,0.0,0.0,,inf
Uncategorized,1: 1-3,24,0,1100,0.0,0.0,0.0,,inf
Uncategorized,2: 4-6,70,0,20530,0.0,0.0,0.0,,inf
Uncategorized,3: 7-9,25,0,11665,0.0,0.0,0.0,,inf
Uncategorized,4: 10-12,34,0,19360,0.0,0.0,0.0,,inf
Uncategorized,5: 13-15,8,0,3590,0.0,0.0,0.0,,inf
Uncategorized,7: 19-21,14,0,2170,0.0,0.0,0.0,,inf
Wailing Caverns,6: 16-18,3,0,4300,0.0,0.0,0.0,,inf
Wailing Caverns,7: 19-21,1,0,2050,0.0,0.0,0.0,,inf
Warlock,1: 1-3,2,0,80,0.0,0.0,0.0,,inf
Warlock,2: 4-6,2,0,710,0.0,0.0,0.0,,inf
Warlock,4: 10-12,4,0,2100,0.0,0.0,0.0,,inf
Warlock,7: 19-21,6,0,6570,0.0,0.0,0.0,,inf
Warrior,1: 1-3,6,0,285,0.0,0.0,0.0,,inf
Warrior,4: 10-12,17,0,8280,0.0,0.0,0.0,,inf
Warrior,7: 19-21,1,0,155,0.0,0.0,0.0,,inf
Warsong Gulch,7: 19-21,2,0,2180,0.0,0.0,0.0,,inf
Westfall,3: 7-9,1,0,590,0.0,0.0,0.0,,inf
Westfall,4: 10-12,13,3,7420,51.317162056350654,51.317162056350654,135.78743121699839,16.973428902124798,54.6
Westfall,5: 13-15,16,8,11455,146.9468925585264,146.9468925585264,293.8937851170528,26.717616828822983,39.0
Westfall,6: 16-18,20,4,16445,141.15163730169672,141.15163730169672,391.20624027019295,39.120624027019296,42.0
Westfall,7: 19-21,3,2,3390,46.411668147220254,46.411668147220254,92.82333629444051,46.411668147220254,36.5
Wetlands,7: 19-21,8,2,6205,26.648894532194912,70.57294012382732,146.96995432149998,48.98998477383333,42.2
Winter Veil,1: 1-3,4,0,10,0.0,0.0,0.0,,inf
Winter Veil,4: 10-12,1,0,0,0.0,0.0,0.0,,
Winter Veil,7: 19-21,1,0,0,0.0,0.0,0.0,,
Zephras Isle,1: 1-3,13,4,1475,14.526626524171727,14.526626524171727,41.88673899354562,3.2220568456573555,35.2
Zephras Isle,2: 4-6,27,8,8110,35.71619407858668,35.71619407858668,184.01279337048854,6.815288643351427,44.1
Zephras Isle,3: 7-9,25,14,11665,113.71564109511881,114.56678585476223,346.74531378109714,13.869812551243886,33.6
Zephras Isle,4: 10-12,44,20,26290,224.09935785103906,187.10360409621305,623.7704107429465,14.50628862192899,42.1
Zephras Isle,5: 13-15,8,4,3590,64.72751277403864,64.72751277403864,132.76863385323347,22.12810564220558,27.0
1 zone bracket quests with_objective total_xp total_to_objective total_from_objective total_travel avg_travel xp_per_travel
2 Alchemy 3: 7-9 1 0 700 0.0 0.0 0.0 inf
3 Anvilmar 2: 4-6 1 0 405 0.0 0.0 0.0 inf
4 Ashenvale 6: 16-18 5 0 4910 0.0 0.0 0.0 inf
5 Ashenvale 7: 19-21 16 4 17250 43.48682271513522 73.4378044700066 169.29512805417096 14.10792733784758 101.9
6 Blackrock Depths 1: 1-3 1 0 0 0.0 0.0 0.0
7 Blacksmithing 4: 10-12 1 0 910 0.0 0.0 0.0 inf
8 Blacksmithing 6: 16-18 1 0 1150 0.0 0.0 0.0 inf
9 Cooking 3: 7-9 2 0 1260 0.0 0.0 0.0 inf
10 Cooking 4: 10-12 1 0 910 0.0 0.0 0.0 inf
11 Darkmoon Faire 1: 1-3 1 0 0 0.0 0.0 0.0
12 Darkshore 1: 1-3 2 0 0 0.0 0.0 0.0 0.0
13 Darkshore 4: 10-12 13 6 9440 55.25260876595058 71.74918457229674 134.89102650757374 13.489102650757374 70.0
14 Darkshore 5: 13-15 25 6 18165 89.73167339632545 95.09239954545124 313.72205966930886 14.939145698538518 57.9
15 Darkshore 6: 16-18 24 8 25055 127.9146094434045 145.73004621768075 389.068006383087 22.886353316652176 64.4
16 Darkshore 7: 19-21 20 6 22680 159.5844363435948 159.5844363435948 608.4263538107444 46.80202721621111 37.3
17 Darnassus 4: 10-12 33 1 12680 63.82383333355096 63.82383333355096 268.18045603234043 17.878697068822696 47.3
18 Darnassus 5: 13-15 3 0 1570 0.0 0.0 0.0 inf
19 Deeprun Tram 4: 10-12 2 0 1000 0.0 0.0 0.0 inf
20 Druid 1: 1-3 2 0 125 0.0 0.0 0.0 inf
21 Druid 4: 10-12 11 0 4540 0.0 0.0 0.0 inf
22 Druid 5: 13-15 5 0 3300 0.0 0.0 0.0 inf
23 Druid 6: 16-18 4 0 3025 0.0 0.0 0.0 inf
24 Druid 7: 19-21 8 0 5225 0.0 0.0 0.0 inf
25 Dun Morogh 1: 1-3 19 3 1390 23.253891449566066 23.253891449566066 101.82856998072529 5.989915881219135 13.7
26 Dun Morogh 2: 4-6 32 7 9720 50.08524493955694 50.08524493955694 313.19743687280356 11.18562274545727 31.0
27 Dun Morogh 3: 7-9 20 9 10015 68.86140632021898 68.86140632021898 216.3254391975046 10.81627195987523 46.3
28 Dun Morogh 4: 10-12 36 9 17170 68.3171822128801 76.85951191462325 302.2427492562249 16.79126384756805 56.8
29 Dun Morogh 5: 13-15 7 3 5930 15.756432626061837 12.79481144839578 42.78613417088434 14.262044723628113 138.6
30 Dun Morogh 6: 16-18 3 0 2715 0.0 0.0 0.0 inf
31 Durotar 3: 7-9 1 0 780 0.0 0.0 0.0 0.0 inf
32 Durotar 4: 10-12 1 1 880 6.230228281888587 6.230228281888587 12.460456563777173 12.460456563777173 70.6
33 Duskwood 7: 19-21 6 3 4840 92.75232931209018 92.75232931209018 356.5280738259673 59.42134563766121 13.6
34 Dustwallow Marsh 7: 19-21 1 0 0 0.0 0.0 0.0
35 Elwynn Forest 1: 1-3 21 6 1615 69.79003749304204 78.46992582193789 174.62618608517332 9.190851899219648 9.2
36 Elwynn Forest 2: 4-6 34 7 8960 69.23047417066707 75.42530613926694 384.3753377194917 12.39920444256425 23.3
37 Elwynn Forest 3: 7-9 21 11 12720 177.34875083455742 166.88813990157476 382.9310664541583 19.146553322707916 33.2
38 Elwynn Forest 4: 10-12 37 7 19445 95.9792603985216 109.5204005260423 368.0893413128177 16.003884404905115 52.8
39 Fishing 4: 10-12 2 0 1365 0.0 0.0 0.0 inf
40 Herbalism 6: 16-18 1 0 1150 0.0 0.0 0.0 inf
41 Hunter 1: 1-3 3 0 165 0.0 0.0 0.0 inf
42 Hunter 4: 10-12 23 0 12480 0.0 0.0 0.0 inf
43 Ironforge 1: 1-3 5 0 55 0.0 0.0 44.01942177022199 11.004855442555497 1.2
44 Ironforge 4: 10-12 37 0 13095 0.0 0.0 139.0138443929029 10.693372645607916 94.2
45 Ironforge 5: 13-15 13 1 7505 49.48878485601215 49.48878485601215 166.74611077858142 27.791018463096904 45.0
46 Kharanos 4: 10-12 1 0 85 0.0 0.0 0.0 inf
47 Leatherworking 6: 16-18 1 0 1350 0.0 0.0 0.0 inf
48 Loch Modan 4: 10-12 13 4 8315 72.13647553589269 72.13647553589269 178.71534910648603 29.78589151774767 46.5
49 Loch Modan 5: 13-15 19 4 14375 97.86979000880527 97.86979000880527 301.86249093510827 23.220191610392945 47.6
50 Loch Modan 6: 16-18 14 7 14620 111.3865260164705 126.71951597741982 296.500435444576 26.954585040416 49.3
51 Loch Modan 7: 19-21 9 2 9825 86.69187657745643 88.34718184137823 229.88051265536777 32.84007323648111 42.7
52 Mage 1: 1-3 3 0 165 0.0 0.0 0.0 inf
53 Mage 4: 10-12 6 0 3445 0.0 0.0 0.0 inf
54 Mage 5: 13-15 3 0 1955 0.0 0.0 0.0 inf
55 Mage 6: 16-18 1 0 1150 0.0 0.0 0.0 inf
56 Mage 7: 19-21 1 0 0 0.0 0.0 0.0
57 Miscellaneous 2: 4-6 1 0 405 0.0 0.0 0.0 inf
58 Miscellaneous 4: 10-12 2 0 1260 0.0 0.0 0.0 inf
59 Miscellaneous 7: 19-21 1 0 0 0.0 0.0 0.0
60 Paladin 1: 1-3 2 0 80 0.0 0.0 0.0 inf
61 Paladin 4: 10-12 13 0 1945 0.0 0.0 0.0 inf
62 Paladin 5: 13-15 12 0 7300 0.0 0.0 0.0 inf
63 Paladin 7: 19-21 4 0 1220 0.0 0.0 0.0 inf
64 Priest 1: 1-3 4 0 160 0.0 0.0 0.0 inf
65 Priest 2: 4-6 6 0 1080 0.0 0.0 0.0 inf
66 Priest 4: 10-12 28 0 4620 0.0 0.0 0.0 inf
67 Priest 5: 13-15 7 0 1620 0.0 0.0 0.0 inf
68 Priest 7: 19-21 13 0 3510 0.0 0.0 0.0 inf
69 Redridge Mountains 5: 13-15 10 0 5055 0.0 0.0 56.173623446759436 11.234724689351888 90.0
70 Redridge Mountains 6: 16-18 14 4 11775 63.97863749901971 63.97863749901971 145.4226604472326 24.237110074538766 81.0
71 Redridge Mountains 7: 19-21 10 6 13405 130.85022762249795 130.85022762249795 261.7004552449959 32.71255690562449 51.2
72 Rogue 1: 1-3 5 0 245 0.0 0.0 0.0 inf
73 Rogue 4: 10-12 7 0 4410 0.0 0.0 0.0 inf
74 Rogue 6: 16-18 6 0 1155 0.0 0.0 0.0 inf
75 Rogue 7: 19-21 5 0 3245 0.0 0.0 0.0 inf
76 Ruins of Lordaeron 7: 19-21 1 0 1650 0.0 0.0 0.0 inf
77 Shaman 1: 1-3 1 0 40 0.0 0.0 0.0 inf
78 Shaman 2: 4-6 4 0 985 0.0 0.0 0.0 inf
79 Shaman 4: 10-12 3 0 1500 0.0 0.0 0.0 inf
80 Shaman 5: 13-15 4 0 3480 0.0 0.0 0.0 inf
81 Shaman 7: 19-21 2 0 780 0.0 0.0 0.0 inf
82 Stonetalon Mountains 7: 19-21 12 2 12160 28.785210207029003 28.785210207029003 57.99468448276993 19.331561494256643 209.7
83 Stormwind City 1: 1-3 5 0 355 0.0 0.0 37.31255221936733 9.328138054841833 9.5
84 Stormwind City 4: 10-12 41 1 12405 2.6534505836740276 2.6534505836740276 94.1507884354622 6.276719229030814 131.8
85 Stormwind City 5: 13-15 21 3 13420 72.95021870001224 69.27331129740946 233.74537567420907 23.37453756742091 57.4
86 Stormwind City 6: 16-18 18 0 8530 0.0 0.0 209.3126255632573 29.901803651893903 40.8
87 Teldrassil 1: 1-3 12 3 1200 12.911301433847976 12.911301433847976 51.55593562478292 4.686903238616629 23.3
88 Teldrassil 2: 4-6 33 4 9875 37.75323029138802 37.75323029138802 292.4724855000118 10.832314277778217 33.8
89 Teldrassil 3: 7-9 20 9 11765 95.18597364882127 95.18597364882127 263.9455842809509 15.526210840055937 44.6
90 Teldrassil 4: 10-12 38 5 18245 57.63840505556519 57.63840505556519 218.74146445318962 12.152303580732756 83.4
91 The Barrens 5: 13-15 7 3 3890 10.33358142695701 10.33358142695701 52.82410524031706 7.546300748616723 73.6
92 The Barrens 6: 16-18 10 7 13400 103.06424213810307 104.3627890079809 265.62525869569134 26.562525869569136 50.4
93 The Barrens 7: 19-21 8 2 11075 22.51985498435451 23.532970291451754 46.05282527580626 15.350941758602088 240.5
94 The Deadmines 6: 16-18 3 0 3950 0.0 0.0 0.0 inf
95 The Deadmines 7: 19-21 2 0 3100 0.0 0.0 0.0 inf
96 The Hall of Thanes 5: 13-15 2 0 2400 0.0 0.0 0.0 inf
97 The Hall of Thanes 6: 16-18 1 0 1450 0.0 0.0 0.0 inf
98 Uncategorized 1: 1-3 24 0 1100 0.0 0.0 0.0 inf
99 Uncategorized 2: 4-6 70 0 20530 0.0 0.0 0.0 inf
100 Uncategorized 3: 7-9 25 0 11665 0.0 0.0 0.0 inf
101 Uncategorized 4: 10-12 34 0 19360 0.0 0.0 0.0 inf
102 Uncategorized 5: 13-15 8 0 3590 0.0 0.0 0.0 inf
103 Uncategorized 7: 19-21 14 0 2170 0.0 0.0 0.0 inf
104 Wailing Caverns 6: 16-18 3 0 4300 0.0 0.0 0.0 inf
105 Wailing Caverns 7: 19-21 1 0 2050 0.0 0.0 0.0 inf
106 Warlock 1: 1-3 2 0 80 0.0 0.0 0.0 inf
107 Warlock 2: 4-6 2 0 710 0.0 0.0 0.0 inf
108 Warlock 4: 10-12 4 0 2100 0.0 0.0 0.0 inf
109 Warlock 7: 19-21 6 0 6570 0.0 0.0 0.0 inf
110 Warrior 1: 1-3 6 0 285 0.0 0.0 0.0 inf
111 Warrior 4: 10-12 17 0 8280 0.0 0.0 0.0 inf
112 Warrior 7: 19-21 1 0 155 0.0 0.0 0.0 inf
113 Warsong Gulch 7: 19-21 2 0 2180 0.0 0.0 0.0 inf
114 Westfall 3: 7-9 1 0 590 0.0 0.0 0.0 inf
115 Westfall 4: 10-12 13 3 7420 51.317162056350654 51.317162056350654 135.78743121699839 16.973428902124798 54.6
116 Westfall 5: 13-15 16 8 11455 146.9468925585264 146.9468925585264 293.8937851170528 26.717616828822983 39.0
117 Westfall 6: 16-18 20 4 16445 141.15163730169672 141.15163730169672 391.20624027019295 39.120624027019296 42.0
118 Westfall 7: 19-21 3 2 3390 46.411668147220254 46.411668147220254 92.82333629444051 46.411668147220254 36.5
119 Wetlands 7: 19-21 8 2 6205 26.648894532194912 70.57294012382732 146.96995432149998 48.98998477383333 42.2
120 Winter Veil 1: 1-3 4 0 10 0.0 0.0 0.0 inf
121 Winter Veil 4: 10-12 1 0 0 0.0 0.0 0.0
122 Winter Veil 7: 19-21 1 0 0 0.0 0.0 0.0
123 Zephras Isle 1: 1-3 13 4 1475 14.526626524171727 14.526626524171727 41.88673899354562 3.2220568456573555 35.2
124 Zephras Isle 2: 4-6 27 8 8110 35.71619407858668 35.71619407858668 184.01279337048854 6.815288643351427 44.1
125 Zephras Isle 3: 7-9 25 14 11665 113.71564109511881 114.56678585476223 346.74531378109714 13.869812551243886 33.6
126 Zephras Isle 4: 10-12 44 20 26290 224.09935785103906 187.10360409621305 623.7704107429465 14.50628862192899 42.1
127 Zephras Isle 5: 13-15 8 4 3590 64.72751277403864 64.72751277403864 132.76863385323347 22.12810564220558 27.0

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pandas
numpy
sklearn

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zone,continent,area_km2,area_sq_mi,estimate,notes
The Barrens,Kalimdor,12.3,4.8,False,
Tanaris,Kalimdor,10.5,4.0,False,
Winterspring,Kalimdor,9.8,3.8,False,
Feralas,Kalimdor,7.8,3.0,False,
Silithus,Kalimdor,6.2,2.4,False,
Un'Goro Crater,Kalimdor,5.1,2.0,False,
Azshara,Kalimdor,4.9,1.9,False,
Ashenvale,Kalimdor,4.8,1.8,False,
Mulgore,Kalimdor,4.6,1.7,False,
Durotar,Kalimdor,4.2,1.6,False,
Desolace,Kalimdor,4.1,1.5,False,
Dustwallow Marsh,Kalimdor,3.9,1.5,False,
Thousand Needles,Kalimdor,3.8,1.4,False,
Felwood,Kalimdor,3.7,1.4,False,
Stonetalon Mountains,Kalimdor,3.5,1.3,False,
Darkshore,Kalimdor,3.3,1.2,False,
Teldrassil,Kalimdor,2.8,1.1,False,
Moonglade,Kalimdor,1.3,0.5,False,
Mount Hyjal,Kalimdor,3.6,1.4,True,Forever zone; level 60
Shen'dralas,Kalimdor,3.0,1.2,True,Forever zone
Eastern Plaguelands,Eastern Kingdoms,5.6,2.2,False,
Wetlands,Eastern Kingdoms,4.4,1.7,False,
Stranglethorn Vale,Eastern Kingdoms,4.0,1.5,False,
Tirisfal Glades,Eastern Kingdoms,3.7,1.4,False,
Western Plaguelands,Eastern Kingdoms,3.4,1.3,False,
Elwynn Forest,Eastern Kingdoms,3.3,1.2,False,
The Hinterlands,Eastern Kingdoms,3.2,1.2,False,
Arathi Highlands,Eastern Kingdoms,2.9,1.1,False,
Alterac Mountains & Hillsbrad Foothills,Eastern Kingdoms,2.8,1.1,False,combined; separate zones in quest data
Westfall,Eastern Kingdoms,2.6,1.0,False,
Duskwood,Eastern Kingdoms,2.5,0.96,False,
Loch Modan,Eastern Kingdoms,2.4,0.9,False,
Silverpine Forest,Eastern Kingdoms,2.3,0.8,False,
Badlands,Eastern Kingdoms,2.1,0.8,False,
Swamp of Sorrows,Eastern Kingdoms,2.0,0.7,False,
Burning Steppes,Eastern Kingdoms,1.9,0.7,False,
Redridge Mountains,Eastern Kingdoms,1.8,0.7,False,
Blasted Lands,Eastern Kingdoms,1.7,0.6,False,
Searing Gorge,Eastern Kingdoms,1.3,0.5,False,
Deadwind Pass,Eastern Kingdoms,1.0,0.4,False,upper bound (< 1.0)
Riverglades,Eastern Kingdoms,4.0,1.5,True,Forever zone; levels 35-45
Zephras Isle,Skywall,2.5,0.97,True,Forever zone; Skyborne start 1-12
1 zone continent area_km2 area_sq_mi estimate notes
2 The Barrens Kalimdor 12.3 4.8 False
3 Tanaris Kalimdor 10.5 4.0 False
4 Winterspring Kalimdor 9.8 3.8 False
5 Feralas Kalimdor 7.8 3.0 False
6 Silithus Kalimdor 6.2 2.4 False
7 Un'Goro Crater Kalimdor 5.1 2.0 False
8 Azshara Kalimdor 4.9 1.9 False
9 Ashenvale Kalimdor 4.8 1.8 False
10 Mulgore Kalimdor 4.6 1.7 False
11 Durotar Kalimdor 4.2 1.6 False
12 Desolace Kalimdor 4.1 1.5 False
13 Dustwallow Marsh Kalimdor 3.9 1.5 False
14 Thousand Needles Kalimdor 3.8 1.4 False
15 Felwood Kalimdor 3.7 1.4 False
16 Stonetalon Mountains Kalimdor 3.5 1.3 False
17 Darkshore Kalimdor 3.3 1.2 False
18 Teldrassil Kalimdor 2.8 1.1 False
19 Moonglade Kalimdor 1.3 0.5 False
20 Mount Hyjal Kalimdor 3.6 1.4 True Forever zone; level 60
21 Shen'dralas Kalimdor 3.0 1.2 True Forever zone
22 Eastern Plaguelands Eastern Kingdoms 5.6 2.2 False
23 Wetlands Eastern Kingdoms 4.4 1.7 False
24 Stranglethorn Vale Eastern Kingdoms 4.0 1.5 False
25 Tirisfal Glades Eastern Kingdoms 3.7 1.4 False
26 Western Plaguelands Eastern Kingdoms 3.4 1.3 False
27 Elwynn Forest Eastern Kingdoms 3.3 1.2 False
28 The Hinterlands Eastern Kingdoms 3.2 1.2 False
29 Arathi Highlands Eastern Kingdoms 2.9 1.1 False
30 Alterac Mountains & Hillsbrad Foothills Eastern Kingdoms 2.8 1.1 False combined; separate zones in quest data
31 Westfall Eastern Kingdoms 2.6 1.0 False
32 Duskwood Eastern Kingdoms 2.5 0.96 False
33 Loch Modan Eastern Kingdoms 2.4 0.9 False
34 Silverpine Forest Eastern Kingdoms 2.3 0.8 False
35 Badlands Eastern Kingdoms 2.1 0.8 False
36 Swamp of Sorrows Eastern Kingdoms 2.0 0.7 False
37 Burning Steppes Eastern Kingdoms 1.9 0.7 False
38 Redridge Mountains Eastern Kingdoms 1.8 0.7 False
39 Blasted Lands Eastern Kingdoms 1.7 0.6 False
40 Searing Gorge Eastern Kingdoms 1.3 0.5 False
41 Deadwind Pass Eastern Kingdoms 1.0 0.4 False upper bound (< 1.0)
42 Riverglades Eastern Kingdoms 4.0 1.5 True Forever zone; levels 35-45
43 Zephras Isle Skywall 2.5 0.97 True Forever zone; Skyborne start 1-12