190 lines
7.8 KiB
Python
190 lines
7.8 KiB
Python
import matplotlib.pyplot as plt
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import json
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import numpy as np
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#baselines_known_x = np.array([ 70, 72, 74, 75, 76, 78, 80, 82, 84, 85, 86, 89, 90, 91, 93, 95, 97, 98, 100 ])
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#baselines_known_y = np.array([ 341.53, 358.29, 374.68, 383.35, 394.06, 410.75, 432.14, 453.45, 469.94, 480.93, 491.21, 524.26, 536.69, 546.26, 569.78, 592.45, 615.65, 626.75, 648.21 ]) / 2.05
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item_type = "bow"
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items_file = "../clean.json"
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items_new_file = "../clean3.json"
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min_level = 70
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baselines_known_x = np.array([ 70, 75, 80, 85, 90, 95, 100 ])
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baselines_known_y = np.array([ 341.53, 383.35, 432.14, 480.93, 536.69, 592.45, 648.21 ]) / 2.05
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baselines_known_y_new = np.zeros(len(baselines_known_x))
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for i, (x, y) in enumerate(zip(baselines_known_x, baselines_known_y)):
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baselines_known_y_new[i] = y * (1 - 0.01 * (x - 70))
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baselines_known_y = baselines_known_y_new
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def interpolate_baseline(level):
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i = 0
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while baselines_known_x[i] <= level:
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if baselines_known_x[i] == level:
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return baselines_known_y[i]
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i += 1
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if i == len(baselines_known_x):
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return baselines_known_y[-1]
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start = i - 1
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slope = ((baselines_known_y[i] - baselines_known_y[start])
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/ (baselines_known_x[i] - baselines_known_x[start]))
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dx = level - baselines_known_x[start]
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return baselines_known_y[start] + slope * dx
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reqs = ["dexReq", "strReq", "defReq", "agiReq", "intReq"]
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# tefaw
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powders_new = [ [4.5, 6.5, 8.5, 9, 10.5, 12.5, "T"],
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[4.5, 6.5, 8, 8.5, 10, 12, "E"],
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[3.5, 6, 7, 7.5, 9, 11, "F"],
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[4, 6.5, 7.5, 8, 9.5, 11, "A"],
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[3.5, 5, 6.5, 7, 8.5, 10, "W"]]
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powders_old = [ [4.5, 6.5, 8.5, 9, 10.5, 22.5, "T"], # LOL only updating the 6th col
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[4.5, 6.5, 8, 8.5, 10, 20, "E"],
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[3.5, 6, 7, 7.5, 9, 17, "F"],
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[4, 6.5, 7.5, 8, 9.5, 17, "A"],
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[3.5, 5, 6.5, 7, 8.5, 15, "W"]]
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powders_old = powders_new
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def get_appropriate_powder_idx(item):
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for i, req in enumerate(reqs):
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if req in item and item[req] > 0:
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return i
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return 0
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def get_display_name(item):
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if "displayName" in item:
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return item["displayName"]
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return item["name"]
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item_data = json.load(open(items_file))["items"]
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item_map = {get_display_name(item): item for item in item_data}
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#item_new_data = json.load(open(items_new_file))["items"]
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#item_new_map = {get_display_name(item): item for item in item_new_data}
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attack_speed_mods = {"SUPER_SLOW": 0.51, "VERY_SLOW": 0.83, "SLOW": 1.5, "NORMAL": 2.05, "FAST": 2.5, "VERY_FAST": 3.1, "SUPER_FAST": 4.3}
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attack_speed_target_mult = {"SUPER_SLOW": 4, "VERY_SLOW": 2.5, "SLOW": 1.4, "NORMAL": 1, "FAST": 0.8, "VERY_FAST": 0.66, "SUPER_FAST": 0.48}
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dps_to_baseline = dict()
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min_mult = 10
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max_mult = 0
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for k in attack_speed_mods:
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mult = attack_speed_mods[k] * attack_speed_target_mult[k]
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if mult < min_mult:
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min_mult = mult
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if mult > max_mult:
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max_mult = mult
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dps_to_baseline[k] = 1/mult
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weapon_type_mods = {"wand": 0.6, "spear": 0.8, "dagger": 1.0, "bow": 1.2, "relik": 1.2}
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print((min_mult, max_mult))
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tiers_mod = {"Normal": 0.8, "Unique": 1.0, "Rare": 1.1, "Legendary": 1.3, "Fabled": 1.5, "Mythic": 1.7, "Set": 1.05}
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tiers_colors = {"Normal": (0.9, 0.9, 0.9), "Unique": (1, 1, 1/3), "Rare": (1, 1/3, 1), "Legendary": (1/3, 1, 1), "Fabled": (1, 1/3, 1/3), "Mythic": (2/3, 0, 2/3), "Set": (1/3, 1, 1/3)}
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damage_types = ["nDam", "eDam", "tDam", "wDam", "fDam", "aDam"]
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# tefaw
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damage_baseline_modifiers = [0.05, 0.05, -0.05, 0, -0.05]
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def guess_design_modifier(item, base_dps):
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level = item["lvl"]
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tier = item["tier"]
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nominal_baseline = interpolate_baseline(level) * weapon_type_mods[item["type"]] * tiers_mod[tier]
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explanation = []
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num_reqs = 0
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total_modifier = 0
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for i, req in enumerate(reqs):
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if req in item and item[req] > 0:
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num_reqs += 1
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total_modifier += damage_baseline_modifiers[i]
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explanation.append((req, damage_baseline_modifiers[i]))
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num_damage_types = 0
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for damage_type in damage_types[1:]:
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if damage_type in item:
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damages = item[damage_type].split("-")
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if int(damages[1]) != 0:
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num_damage_types += 1
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is_rainbow = num_damage_types == 5 or num_reqs == 5
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if is_rainbow:
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total_modifier = 0.15
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explanation = [("rainbow", 0.15)]
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elif num_reqs > 1 or num_damage_types > 1:
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total_modifier += 0.05
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explanation.append(("multi_element", 0.05))
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#total_modifier = 0.05
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#explanation = [("multi_element", 0.05)]
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nslots = 0
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if "slots" in item:
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nslots = item["slots"]
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if nslots == 0:
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total_modifier += 0.1
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explanation.append(("zero_slot", 0.1))
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elif nslots == 1:
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total_modifier += 0.05
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explanation.append(("one_slot", 0.05))
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item_baseline = dps_to_baseline[item["atkSpd"]] * base_dps
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actual_modifier = (item_baseline - nominal_baseline) / nominal_baseline
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explained_baseline = nominal_baseline * (1 + total_modifier)
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delta = (item_baseline - explained_baseline) / nominal_baseline
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if delta >= 0.04 and delta < 0.075:
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total_modifier += 0.05
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explanation.append(("offensive", 0.05))
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elif delta >= 0.075:
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total_modifier += 0.1
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explanation.append(("hyper_offensive", 0.1))
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elif delta <= -0.04 and delta > -0.075:
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total_modifier -= 0.05
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explanation.append(("defensive", -0.05))
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elif delta <= -0.075:
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total_modifier -= 0.1
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explanation.append(("hyper_defensive", -0.1))
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if abs(delta) > 0.2:
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print("LARGE BASELINE ERROR FOR ITEM " + get_display_name(item))
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return total_modifier, actual_modifier, explanation
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def get_data(item, powders):
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total_damage = 0
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for damage_type in damage_types:
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if damage_type in item:
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damages = item[damage_type].split("-")
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total_damage += int(damages[0]) + int(damages[1])
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total_damage /= 2
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attack_speed_mod = attack_speed_mods[item["atkSpd"]]
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dps = total_damage * attack_speed_mod
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postpowder_damage = total_damage
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if "slots" in item:
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powder = powders[get_appropriate_powder_idx(item)][5] # Assume tier6 always.
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postpowder_damage += powder * item["slots"]
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return (dps, postpowder_damage * attack_speed_mod)
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item_dat = {cat: [] for cat in weapon_type_mods}
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for name, item in item_map.items():
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if "lvl" not in item:
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continue
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if item["lvl"] >= min_level and item["category"] == "weapon":
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dps, postpowder_dps = get_data(item, powders_old)
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# new_item = item_new_map[name]
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# new_dps, new_postpowder_dps = get_data(new_item, powders_new)
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total, actual, explain = guess_design_modifier(item, dps)
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item_dat[item["type"]].append((get_display_name(item), item["lvl"], item["id"], item["tier"],
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dps, postpowder_dps,
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total, actual, explain))
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item_dat["baseline_xs"] = baselines_known_x.tolist()
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item_dat["baseline_ys"] = baselines_known_y.tolist()
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#item_dat["baseline_ys_new"] = baselines_known_y_new.tolist()
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json.dump(item_dat, open("dps_data.json", "w"), indent=2)
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json.dump(item_dat, open("dps_data_compress.json", "w"))
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# item_lvl, item_dps, item_tiercolor = zip(*item_dat)
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# plt.scatter(item_lvl, item_dps, color=item_tiercolor)
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#
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# for tier, mod in tiers_mod.items():
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# plt.plot(baselines_known_x, baselines_known_y * max_mult * mod, '--', color=tiers_colors[tier])
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# plt.plot(baselines_known_x, baselines_known_y * min_mult * mod, '--', color=tiers_colors[tier])
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# plt.xticks([70, 75, 80, 85, 90, 95, 100])
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# plt.xlabel("Combat level")
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# plt.ylabel("Base dps")
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# plt.title(f"{item_type} base dps vs level")
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# plt.grid()
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# plt.show()
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