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@willismonroe
Last active March 12, 2018 20:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import json\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from collections import Counter, OrderedDict"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"filename = './saa_8_catalogue.json'\n",
"with open(filename) as f:\n",
" catalog_data_saa_8 = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"filename = './saa_10_catalogue.json'\n",
"with open(filename) as f:\n",
" catalog_data_saa_10 = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"all_texts = {**catalog_data_saa_10[\"members\"], **catalog_data_saa_8[\"members\"]}\n",
"# author_counts = {}\n",
"# for _, item in data[\"members\"].items():\n",
"# author = item[\"ancient_author\"]\n",
"# if author in author_counts:\n",
"# author_counts[author] += 1\n",
"# else:\n",
"# author_counts[author] = 1\n",
"author_counts = Counter([text[\"ancient_author\"] for text in all_texts.values()])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"author_counts = OrderedDict(sorted(author_counts.items()))"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [],
"source": [
"genres = {}\n",
"for text in all_texts:\n",
" author = all_texts[text].get(\"ancient_author\")\n",
" genre = \"None\"\n",
" try:\n",
" genre = all_texts[text].get(\"subgenre\").split()[1]\n",
" if all_texts[text].get(\"volume\") == \"SAA 8\":\n",
" genre = \"astrologers\"\n",
" except:\n",
" pass\n",
" if author in genres:\n",
" genres[author].append(genre)\n",
" else:\n",
" genres[author] = [genre]\n",
"genres = {author:max(genres[author]) for author in genres}"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"min_c, max_c = 0, max(author_counts.values())\n",
"min_c = 15\n",
"# for author, count in author_counts.items():\n",
"# if min_c < count < max_c:\n",
"# authors.append(author)\n",
"# counts.append(count)\n",
"filtered_counts = {author:count for author, count in author_counts.items() if min_c < count < max_c}"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
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BEJSMaMEThBKgTOstiVxKJ5FL6aVM+YhcSi9R4AlCCVCm9ZZELqWTyKX0UqZ8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L799ls+/PBDPD09MTIyeuR7nT9/no4dO1Z6TlFREREREZw9e/aR26kKoaGhtGjRgpCQEK3Gca8j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\nMQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe59b85bb38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"counts = filtered_counts\n",
"labels = [\"{} ({})\".format(author, genres[author]) for author in list(counts)[::-1]]\n",
"data = list(counts.values())[::-1]\n",
"# Attempt to make the plot look better:\n",
"plt.figure(figsize=(6, 7)) \n",
"plt.style.use('fivethirtyeight')\n",
"plt.rcParams['font.family'] = 'serif'\n",
"plt.rcParams['font.size'] = 12\n",
"\n",
"ax = plt.subplot(111) # remove borders\n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"bottom\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.spines[\"left\"].set_visible(False) #\n",
"ax.grid(axis=\"x\", color=\"black\", alpha=0.3, linestyle=\"--\") # grid lines\n",
"plt.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\", # remove tick lines\n",
" labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\") \n",
"plt.title(\"Text authored by Neo-Assyrian Scholars (n > 15)\")\n",
"ax.set_xlabel(\"Numbers of texts in corpus\")\n",
"\n",
"# Plot the actual data:\n",
"plt.barh(range(len(counts)), data, tick_label=labels) \n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"def get_year(text):\n",
" if text is not None:\n",
" try:\n",
" year, month, day = map(int, text.split('-'))\n",
" if year == 0:\n",
" return 0\n",
" date = year + month * 1/12 + day * 1/30 * 1/12\n",
" return date\n",
" except:\n",
" pass\n",
" return 0\n",
"def get_astron_year(text):\n",
" if text is not None:\n",
" try:\n",
" _, year, month, day = map(int, text.split('-')[1:])\n",
" if year == 0:\n",
" return 0\n",
" date = year + month * 1/12 + day * 1/30 * 1/12\n",
" return date\n",
" except:\n",
" pass\n",
" return 0"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [],
"source": [
"author_years = {}\n",
"years = []\n",
"for _, item in all_texts.items():\n",
" year = 0\n",
" year = get_year(item.get(\"date\"))\n",
" if year == 0:\n",
" year = get_astron_year(item.get(\"astron_date\"))\n",
" if year > 0:\n",
" years.append(year)\n",
" author = item[\"ancient_author\"]\n",
" if author in author_years:\n",
" author_years[author].append(year)\n",
" else:\n",
" author_years[author] = [year]\n"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [],
"source": [
"min_c, max_c = 0, max(author_counts.values())\n",
"min_c = 15\n",
"author_years = {author:years for author, years in author_years.items() if min_c < author_counts[author] < max_c}\n",
"author_years = OrderedDict(sorted(author_years.items()))"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"min_year, max_year, range_years = min(years), max(years), max(years) - min(years)\n",
"# author_years_active = {}\n",
"# for author, years in author_years.items():\n",
"# author_years_active[author] = [max(years) - min(years), min(years), max(years)]\n",
"author_years_active = {author:[max(years) - min(years), min(years), max(years)] for author, years in author_years.items()}"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ECdK2vXv35vLlyzx//hwAGxsbWrRowcaNG0sugHzoyhwDIs7y5VXjXLNGn6VL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\n22GOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5933163c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ranges = [years[0] for author, years in author_years_active.items()][::-1]\n",
"starts = [years[1] for author, years in author_years_active.items()][::-1]\n",
"labels = [\"{} ({})\".format(author, count) for author, count in filtered_counts.items() if author in author_years_active][::-1]\n",
"# Attempt to make the plot look better:\n",
"plt.figure(figsize=(6, 7)) \n",
"plt.style.use('fivethirtyeight')\n",
"plt.rcParams['font.family'] = 'serif'\n",
"plt.rcParams['font.size'] = 12\n",
"\n",
"ax = plt.subplot(111) # remove borders\n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"bottom\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.spines[\"left\"].set_visible(False)\n",
"plt.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\", # remove ticklines\n",
" labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\") \n",
"\n",
"ax.set_xlabel(\"Years BCE\")\n",
"plt.title(\"Years active for Neo-Assyrian Scholars\")\n",
"plt.barh(range(len(author_years_active)), ranges, left=starts, tick_label=labels, alpha=0.75) # plot the actual data\n",
"\n",
"xmin, xmax = plt.xlim() # reverse the x-axis\n",
"plt.xlim(710, xmin-5)\n",
"plt.ylim(-0.75, len(author_years_active))\n",
"ax.axvline(710, color=\"black\", alpha=0.3, linewidth=2)\n",
"ax.axhline(-0.75, color=\"black\", alpha=0.3, linewidth=1.5)\n",
"ax.vlines(range(705,640,-10), len(author_years_active), -0.75, color=\"black\", alpha=0.3, linestyle=\"--\", linewidth=1)\n",
"\n",
"# Plot individual texts\n",
"for i, author in enumerate(list(author_years_active)[::-1]):\n",
" ax.plot(author_years[author], [i]*len(author_years[author]), 'bo', alpha=0.5)\n",
"\n",
"# Line for Essarhaddon and Assurbanipal's accessions to the throne\n",
"ax.axvline(680, color=\"red\", alpha=0.3, linewidth=3)\n",
"ax.axvline(668, color=\"red\", alpha=0.3, linewidth=3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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M0GpkeUCIb5+IiIj8Y9BKfgUzqcrIiVjsHkBERGRdDFrJr2Au9QeTndWL6HiZ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe5981af668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 8)) \n",
"plt.style.use('fivethirtyeight')\n",
"plt.rcParams['font.family'] = 'serif'\n",
"plt.rcParams['font.size'] = 12\n",
"plt.title(\"Distributon for texts from Scholars\")\n",
"ax = plt.subplot(111) # remove borders\n",
"ax.spines[\"top\"].set_visible(False) \n",
"ax.spines[\"bottom\"].set_visible(False) \n",
"ax.spines[\"right\"].set_visible(False) \n",
"ax.spines[\"left\"].set_visible(False) \n",
"plt.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\", # remove ticklines\n",
" labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\") \n",
"plt.violinplot(list(author_years.values()), showextrema=False)\n",
"ax.set_ylabel(\"Years BCE\")\n",
"ax.set_xticks(range(1, len(author_years)+1))\n",
"ax.set_xticklabels(list(author_years), rotation=90)\n",
"\n",
"# Line for Essarhaddon and Assurbanipal's accessions to the throne\n",
"line = ax.axhline(680, color=\"red\", alpha=0.3, linewidth=3)\n",
"ax.axhline(668, color=\"red\", alpha=0.3, linewidth=3)\n",
"\n",
"plt.show()"
]
}
],
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