minecraft-ore-analysis/graph.py
2021-02-20 22:37:55 +08:00

132 lines
4.4 KiB
Python

import matplotlib.pyplot as plt
from cycler import cycler
from matplotlib.ticker import MultipleLocator
import json
with open('./RESULTS_ALL__NEW_ORGEN_TEST.json', 'r') as file:
NEW_DATA = json.loads(file.read())
with open('./RESULTS_ALL__OLD_ORE_GEN.json', 'r') as file:
OLD_DATA = json.loads(file.read())
def list_distribution(block, data):
return [ y[block] if block in y else 0 for y in data ]
ABSOLUTE_BLOCKS_OLD = [
'minecraft:diamond_ore',
'minecraft:redstone_ore',
'minecraft:emerald_ore',
'minecraft:gold_ore',
'minecraft:lapis_ore',
'minecraft:iron_ore',
'minecraft:coal_ore',
# 'minecraft:lava'
]
ABSOLUTE_BLOCKS_NEW = ABSOLUTE_BLOCKS_OLD+[
'minecraft:copper_ore',
'minecraft:amethyst_block',
]
RELATIVE_BLOCKS_OLD = ABSOLUTE_BLOCKS_OLD+[ #BLOCKS to show in the relative frequency distribution.
'minecraft:lava'
]
RELATIVE_BLOCKS_NEW = RELATIVE_BLOCKS_OLD+[
'minecraft:copper_ore',
'minecraft:amethyst_block',
]
x = list(range(-64,321))
def cfg_naxis(axes):
for axis in axes:
axis.grid(True, color='white', linewidth=0.2, linestyle='--', which="major")
for line in axis.legend(loc='upper right').get_lines():
line.set_linewidth(2.0)
axis.set_xticks(x[::8]+[x[-1]])
axis.minorticks_on()
axis.xaxis.set_tick_params(labelbottom=True)
axis.yaxis.set_tick_params(labelbottom=True)
axis.set_ylim(bottom=0.0)
axis.set_xlim(left=-64,right=320)
axis.xaxis.set_minor_locator(MultipleLocator(1))
# Conversions between ore/chunk and total (based on sample size.)
# Radius of 512
sample_r = 512
def orechunk(y):
return y / (2*sample_r/16)**2
def sigmaore(x):
return x * (2*sample_r/16)**2
def gen_maxis(axis):
secax = axis.secondary_yaxis('right', functions=(orechunk, sigmaore))
secax.minorticks_on()
secax.set_ylabel(r'$ore\cdot chunk\_layer^{-1}$')
def set_figure(fig, dpi, size):
fig.set_dpi(100)
fig.set_figwidth(size[0])
fig.set_figheight(size[1])
def add_bounds(axis):
axis.axvspan(-64, 0, alpha=0.5, color='gray', hatch="/")
axis.axvspan(256, 320, alpha=0.5, color='gray', hatch="/")
def plot_absolute(axis, blocks, data, padl, padu, width):
[ axis.plot(x, [0 for x in range(padl[0],padl[1])]+list_distribution(ore, data)+[0 for x in range(padu[0],padu[1])], label=ore, linewidth=width) for ore in blocks]
def plot_relative(axis, blocks, data, padl, padu, width):
[ axis.plot(x, [0 for x in range(padl[0],padl[1])]+[p/sum(tmp)*100 for p in tmp]+[0 for x in range(padu[0],padu[1])], label=ore, linewidth=width) for ore in blocks if (tmp := list_distribution(ore, data))]
# quick/hackily converted the script to a function
def main(style, show_bounds, linewidth, dpi, size):
plt.style.use(style)
#
# abs frequency.
#
fig0, (ax1, ax2) = plt.subplots(2, sharex=True, sharey=True)
set_figure(fig0, dpi, size)
plt.subplots_adjust(left=0.05, right=0.95, top=0.9, bottom=0.05)
fig0.suptitle('New ore generation - Absolute frequency - 1024*1024 area sample size')
plot_absolute(ax1, ABSOLUTE_BLOCKS_OLD, OLD_DATA, [-64, 1], [256, 320], linewidth)
plot_absolute(ax2, ABSOLUTE_BLOCKS_NEW, NEW_DATA, [0, 0], [0, 0], linewidth)
gen_maxis(ax1)
gen_maxis(ax2)
if show_bounds: add_bounds(ax1)
ax1.set_title("1.16.5 generation")
ax1.set_ylabel(r'$\Sigma ore$')
ax1.set_xlabel('Elevation above void (m)')
ax2.set_title("21w07a generation")
ax2.set_ylabel(r'$\Sigma ore$')
ax2.set_xlabel('Elevation above grimstone (m)')
cfg_naxis([ax1, ax2])
#
# Let's also show relative frequency.
#
fig1, (ax1, ax2) = plt.subplots(2, sharex=True, sharey=True)
set_figure(fig1, dpi, size)
plt.subplots_adjust(left=0.05, right=0.95, top=0.9, bottom=0.05)
fig1.suptitle('New ore generation - Relative frequency - 1024*1024 area sample size')
plot_relative(ax1, RELATIVE_BLOCKS_OLD, OLD_DATA, [-64, 1], [256, 320], linewidth)
plot_relative(ax2, RELATIVE_BLOCKS_NEW, NEW_DATA, [0, 0], [0, 0], linewidth)
if show_bounds: add_bounds(ax1)
ax1.set_title("1.16.5 generation")
ax1.set_ylabel('Relative Frequency (%)')
ax1.set_xlabel('Elevation above void (m)')
ax2.set_title("21w07a generation")
ax2.set_ylabel('Relative Frequency (%)')
ax2.set_xlabel('Elevation above grimstone (m)')
cfg_naxis([ax1, ax2])
return [plt, [fig0, fig1]]