Files
to-hen/quantitative-literaturwissenschaft/Untitled.ipynb

302 lines
189 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"id": "6330d681-02fc-4faa-8fc8-2df53e8207b4",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from typing import List, Tuple, Literal, Generator, TypeVar\n",
"from numpy.typing import NDArray\n",
"import itertools\n",
"import math\n",
"import matplotlib.pyplot as plt\n",
"import random"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "794067ab-a647-4229-8fbd-70eb932f30b5",
"metadata": {},
"outputs": [],
"source": [
"A = TypeVar(\"A\")\n",
"\n",
"def get_transitions(series: List[A], step=1) -> List[Tuple[A, A]]:\n",
" cycled_series = series[step:] + series[:step]\n",
" return list(zip(series, cycled_series))\n",
"\n",
"def transition_matrix(transitions: List[Tuple[A, A]]) -> NDArray[np.integer]:\n",
" element, next_element = zip(*transitions)\n",
" crosstab = pd.crosstab(element, next_element)\n",
" return np.matrix(crosstab)\n",
"\n",
"def correlation(matrix: NDArray[np.integer]) -> float:\n",
" if matrix.shape != (2, 2):\n",
" raise ValueError(\"The input matrix must be 2x2\")\n",
" main_diagonal_product = np.prod(np.diag(matrix))\n",
" anti_diagonal_product = np.prod(np.diag(np.fliplr(matrix)))\n",
" difference = main_diagonal_product - anti_diagonal_product\n",
" row_products = np.prod(matrix.sum(axis=1))\n",
" col_products = np.prod(matrix.sum(axis=0))\n",
" product_of_sums = row_products * col_products\n",
" sqrt_product_of_sums = np.sqrt(product_of_sums)\n",
" return difference / sqrt_product_of_sums\n",
"\n",
"def correlation_ranges(series: List[A]) -> Generator[float, None, None]:\n",
" step = 0\n",
" while True:\n",
" transitions = get_transitions(series, step=step)\n",
" matrix = transition_matrix(transitions)\n",
" current_correlation = correlation(matrix)\n",
" yield current_correlation\n",
" step += 1"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "7cc57542-1518-40a0-b79a-fa84628317c2",
"metadata": {},
"outputs": [],
"source": [
"sonnet = list(14 * ((5 * \"u-\") + \"u\"))\n",
"\n",
"limerick = list(2 * \"u-uu-uu-u\" + 2 * \"u-uu-\" + \"u-uu-uu-u\")\n",
"\n",
"def syllables(k: int=1):\n",
" return random.choices([\"-\", \"u\"], k=k)\n",
"\n",
"def get_sapphic(k: int = 1):\n",
" result = []\n",
" for _ in range(k):\n",
" for _ in range(3):\n",
" sapphic = list(\"-u-\") + syllables() + list(\"-uu-u-\") + syllables()\n",
" result.extend(sapphic)\n",
" adonic = list(\"-uu-\") + syllables()\n",
" result.extend(adonic)\n",
" return result\n",
"\n",
" \n",
"def get_hexameter(k: int = 1):\n",
" result = []\n",
" for _ in range(k):\n",
" hexameter = list(\"\".join(random.choices([\"-uu\", \"--\"], k=5)) + random.choice([\"--\", \"-u\"]))\n",
" result.extend(hexameter)\n",
" return result\n",
"\n",
"def get_phalaecean(k: int = 1):\n",
" result = []\n",
" for _ in range(k):\n",
" phalaecean = list(random.choice([\"--\", \"-u\", \"u-\"]) + \"-uu-u-u-\" + random.choice([\"-\", \"u\"]))\n",
" result.extend(phalaecean)\n",
" return result\n",
"\n",
"def get_elegiac_distich(k: int = 1):\n",
" result = []\n",
" for _ in range(k):\n",
" result.extend(get_hexameter())\n",
" pentameter = list(\"-\" + random.choice([\"-\", \"uu\"]) + \"-\" + random.choice([\"-\", \"uu\"]) + \"-uu-uu\" + random.choice([\"-\", \"u\"]))\n",
" result.extend(pentameter)\n",
" return result\n",
"\n",
"def get_shloka(k: int = 1):\n",
" result = []\n",
" for _ in range(k * 2):\n",
" shloka = list(\"\".join(random.choices([\"u\", \"-\"], k=4)) + \"u--\" + random.choice([\"u\", \"-\"]) + \"\".join(random.choices([\"u\", \"-\"], k=4)) + \"u-u\" + random.choice([\"u\", \"-\"]))\n",
" result.extend(shloka)\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "22284666-7675-416c-b5a9-42cf0b5463a4",
"metadata": {},
"outputs": [],
"source": [
"farthest_range = 16 + 1\n",
"\n",
"analyze_metre = lambda metre: pd.Series(itertools.islice(correlation_ranges(metre), farthest_range))\n",
"\n",
"df = pd.DataFrame()\n",
"df[\"Hexameters\"] = analyze_metre(get_hexameter(k=700))\n",
"df[\"Limerick\"] = analyze_metre(limerick)\n",
"df[\"Distich\"] = analyze_metre(get_elegiac_distich(k=400))\n",
"df[\"Phalaecean\"] = analyze_metre(get_phalaecean(k=20))\n",
"df[\"Sonnet\"] = analyze_metre(sonnet)\n",
"df[\"14 Sonnets\"] = analyze_metre(14 * sonnet + get_hexameter(k=20) + get_sapphic(k=3))\n",
"df[\"Shloka\"] = analyze_metre(get_shloka(k=50))\n",
"df[\"Sapphic\"] = analyze_metre(get_sapphic(k=8))\n",
"df[\"Random\"] = analyze_metre(syllables(k=400))\n",
"\n",
"lol = list((20 * 3 + 1) * \"u-u-u-u-u-u-u-u\")\n",
"df[\"lol\"] = analyze_metre(lol)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "63275c65-ed29-452e-ac1a-7e038fbda2cf",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "1e8f3480-243f-4726-8f69-43ed6ca388d8",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/run/user/1000/ipykernel_121584/3075710450.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
" ax.annotate(txt, (summary_df[\"range\"][i], summary_df[\"strength\"][i]))\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"def calculate_half_life(series):\n",
" cumulative_sum = np.cumsum(series.abs().values)\n",
" total_sum = cumulative_sum[-1]\n",
" half_sum = total_sum / 2\n",
" half_life_index = np.where(cumulative_sum >= half_sum)[0][0]\n",
" return half_life_index\n",
"\n",
"# Create a DataFrame for the normalized sums and means\n",
"summary_df = pd.DataFrame({\n",
" 'strength': df.abs().sum() / len(df), \n",
" 'range': df.apply(calculate_half_life) / ((len(df) - 1)/2)\n",
"})\n",
"\n",
"# Plot scatter plot with normalized axes\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(summary_df[\"range\"], summary_df[\"strength\"])\n",
"\n",
"# Add labels\n",
"for i, txt in enumerate(summary_df.index):\n",
" ax.annotate(txt, (summary_df[\"range\"][i], summary_df[\"strength\"][i]))\n",
"\n",
"# Display the plot\n",
"plt.ylabel('Stärke der metrischen Bindung')\n",
"plt.xlabel('Reichweite der metrischen Bindung')\n",
"plt.title('Normalized Sum vs Normalized Mean of Different Poetic Forms')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "3b51d2ab-8d5e-4804-a7c9-5cc18e9e47d7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Transition Matrix:\n",
"[[7 1]\n",
" [1 0]]\n",
"Diagonal Product Difference: (-0.125, -0.125)\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"def create_transition_matrix(s: str, unique_chars: str) -> np.ndarray:\n",
" n = len(unique_chars)\n",
" transitions = {c: {c_: 0 for c_ in unique_chars} for c in unique_chars}\n",
" \n",
" for i in range(len(s) - 1):\n",
" current_char = s[i]\n",
" next_char = s[i + 1]\n",
" transitions[current_char][next_char] += 1\n",
"\n",
" transition_matrix = np.array([[transitions[c][c_] for c_ in unique_chars] for c in unique_chars])\n",
" \n",
" return transition_matrix\n",
"\n",
" \n",
"def korrelation(matrix: np.ndarray) -> float:\n",
" a = matrix[0, 0]\n",
" b = matrix[0, 1]\n",
" c = matrix[1, 0]\n",
" d = matrix[1, 1]\n",
" return (a*d - b*c) / np.sqrt((a+b)*(a+c)*(b+d)*(c+d))\n",
"\n",
"# Example usage\n",
"s = 'aaaaaaabaa'\n",
"unique_chars = 'ab'\n",
"transition_matrix = create_transition_matrix(s, unique_chars)\n",
"\n",
"dpd = korrelation(transition_matrix), diagonal_product_difference(transition_matrix)\n",
"\n",
"print(f\"Transition Matrix:\\n{transition_matrix}\")\n",
"print(f\"Diagonal Product Difference: {dpd}\")\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}