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@alanbriolat
Created October 1, 2014 14:11
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import display\n",
"from nbt.world import WorldFolder"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"N_LAYERS = 128\n",
"N_BLOCKID = 256\n",
"SECTION_HEIGHT = 16\n",
"\n",
"\n",
"def get_layer_block_counts(world_path):\n",
" \"\"\"Get the count of each block ID for each layer across an entire world.\"\"\"\n",
" # Initial block counts\n",
" block_counts = pd.DataFrame(np.zeros((N_LAYERS, N_BLOCKID)))\n",
"\n",
" for chunk in WorldFolder(world_path).iter_nbt():\n",
" block_data = np.zeros((N_LAYERS, 16*16), 'u1')\n",
" for section in chunk['Level']['Sections']:\n",
" # Convert bytes to numpy array, reshape to 2d (y, xz)\n",
" section_data = np.array(section['Blocks'].value, 'u1').reshape((SECTION_HEIGHT, 16*16))\n",
" # Overwrite appropriate section of block_data\n",
" y = section['Y'].value * SECTION_HEIGHT\n",
" block_data[y:y+SECTION_HEIGHT, :] = section_data\n",
" \n",
" # Invoke the mighty pandas, create sums by block type\n",
" new_counts = pd.DataFrame(block_data).apply(pd.Series.value_counts, axis=1).fillna(0)\n",
" # Add to the existing sums\n",
" block_counts = block_counts.add(new_counts, fill_value=0)\n",
" \n",
" return block_counts\n",
"\n",
"\n",
"def exclude_empty(df):\n",
" \"\"\"Exclude empty rows and columns.\"\"\"\n",
" is_zero = df == 0\n",
" return df.ix[~is_zero.all(axis=1), ~is_zero.all(axis=0)]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"block_counts = get_layer_block_counts('New World')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"INTERESTING_BLOCKS = np.array([\n",
" (14, 'Gold', 'y'),\n",
" (15, 'Iron', '0.5'),\n",
" (16, 'Coal', 'k'),\n",
" (21, 'Lapis', 'b'),\n",
" (56, 'Diamond', 'c'),\n",
" (73, 'Redstone', 'r'),\n",
" (129, 'Emerald', 'g'),\n",
"], dtype=[('id', int), ('name', object), ('colour', object)])\n",
"\n",
"totals = exclude_empty(block_counts.ix[:,INTERESTING_BLOCKS['id']])\n",
"totals.columns = INTERESTING_BLOCKS['name']\n",
"\n",
"ax = totals.plot(figsize=(15,8), color=INTERESTING_BLOCKS['colour'])\n",
"ax.set_title('Counts of interesting blocks at each layer', fontsize=13)\n",
"ax.set_xlabel('Layer')\n",
"ax.set_ylabel('Number of blocks at layer')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.text.Text at 0x7f4c5c37fd10>"
]
},
{
"metadata": {},
"output_type": "display_data",
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h8eLFAAA+nw8PDw+cPn0a586dQ3l5OXbt2oWjR49CQ0Pji12aq/P27VsAH7q6MsZw6tQp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\nEEIIIYQQohH4f9i8afVnGwuGAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4c5c41a150>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"non_air = block_counts.drop(0, axis=1)\n",
"all_fractions = non_air.divide(non_air.sum(axis=1), axis=0)\n",
"fractions = exclude_empty(all_fractions.ix[:,INTERESTING_BLOCKS['id']])\n",
"fractions.columns = INTERESTING_BLOCKS['name']\n",
"\n",
"ax = fractions.plot(figsize=(15,8), color=INTERESTING_BLOCKS['colour'])\n",
"ax.set_title('Interesting blocks as fraction of non-air blocks at each layer', fontsize=13)\n",
"ax.set_xlabel('Layer')\n",
"ax.set_ylabel('Fraction of blocks at layer')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.text.Text at 0x7f4c5c29dc90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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UJSo9evRAdnY23r17BwBQU1NDeno60tPTMX78eJSUlNQaCsRms1FVVcX3HIvF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\nCAohhBBCCCFEI/P/iIfESaMCX4wAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4c5c3ce190>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"interesting = exclude_empty(block_counts.ix[:,INTERESTING_BLOCKS['id']])\n",
"interesting_fractions = interesting.divide(interesting.sum(axis=1), axis=0)\n",
"interesting_fractions.columns = INTERESTING_BLOCKS['name']\n",
"\n",
"ax = interesting_fractions.plot(figsize=(15,8), kind='area', color=INTERESTING_BLOCKS['colour'])\n",
"ax.set_title('Interesting blocks as proportion of all interesting blocks at each layer', fontsize=13)\n",
"ax.set_xlabel('Layer')\n",
"ax.set_ylabel('Fraction of interesting blocks at layer')\n",
"ax.set_ylim((0.0, 1.0))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
"(0.0, 1.0)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xIs2bN6/pMM6KCWhodz6q5nTJaVVbw57LsspnAB4CHjbwrXgaMJf5QL/sc3Lq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\nB9jcERERERER5YH/DxRNCrB/Cgy5AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4c57e6ff10>"
]
}
],
"prompt_number": 26
}
],
"metadata": {}
}
]
}
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