{
"cells": [
{
"cell_type": "markdown",
"id": "b1b28232-b65d-41ce-88de-fd70b93a528d",
"metadata": {},
"source": [
"# Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "abb5186b-ee67-4e1e-882d-3d8d5b4575d4",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import json\n",
"from pathlib import Path\n",
"import pickle\n",
"from tqdm.auto import tqdm\n",
"\n",
"from haystack.nodes.preprocessor import PreProcessor"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c4b82ea2-8b30-4c2e-99f0-9a30f2f1bfb7",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/ec2-user/arabic-wiki\n"
]
}
],
"source": [
"proj_dir = Path.cwd().parent\n",
"print(proj_dir)"
]
},
{
"cell_type": "markdown",
"id": "76119e74-f601-436d-a253-63c5a19d1c83",
"metadata": {},
"source": [
"# Config"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f6f74545-54a7-4f41-9f02-96964e1417f0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"files_in = list((proj_dir / 'data/consolidated').glob('*.ndjson'))\n",
"folder_out = proj_dir / 'data/processed'"
]
},
{
"cell_type": "markdown",
"id": "509f41f9-a59f-4171-b61f-ae0cf756fc92",
"metadata": {},
"source": [
"# Load data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f0cbd1c9-3105-4940-85dc-c01ccaa217c7",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"with open(files_in[0], 'r') as f:\n",
" articles = [json.loads(line) for line in f]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "004aae7b-1a2f-4a0b-9450-5d80475258b1",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'content': 'الماء مادةٌ شفافةٌ عديمة اللون والرائحة، وهو المكو...',\n",
" 'meta': {'id': '7',\n",
" 'revid': '2080427',\n",
" 'title': 'ماء',\n",
" 'url': 'https://ar.wikipedia.org/wiki?curid=7'}}\n"
]
}
],
"source": [
"from pprint import pprint\n",
"article = articles[0].copy()\n",
"# Truncate content so it displays well\n",
"article['content'] = article['content'][:50] + '...'\n",
"pprint(article)"
]
},
{
"cell_type": "markdown",
"id": "c2de49ee-bad2-436e-8f3c-aae5cb0aabcb",
"metadata": {},
"source": [
"# Analysis"
]
},
{
"cell_type": "markdown",
"id": "90141046-ab0f-46c2-8b5d-8eb1a6ccdfc5",
"metadata": {},
"source": [
"We have ~2.2M articles. Its going to be important to know how to chunk these appropriately. We need to choose a max word size, and break in ways that are domain appropriate (sentence boundaries for wikipedia text). To do this we need to set a max amount of words that each chunk can have.\n",
"\n",
"To figure out the tradeoffs, I'm breaking taking our first 100k articles and taking `SAMPLES_PER_WORD_COUNT` samples per word count to understand the token distribution. Arabic is a morphologically rich language, so we can expect some variance here. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6a08c7aa-9d7e-4431-9ec2-163dce08a8cc",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Token indices sequence length is longer than the specified maximum sequence length for this model (522 > 512). Running this sequence through the model will result in indexing errors\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 12s, sys: 62.8 ms, total: 1min 12s\n",
"Wall time: 1min 12s\n"
]
}
],
"source": [
"%%time\n",
"import random\n",
"from transformers import AutoTokenizer\n",
"\n",
"SAMPLES_PER_WORD_COUNT = 2000\n",
"\n",
"# Each article is a dictionary with a 'content' key\n",
"# Sample: articles = [{\"content\": \"Article 1 text...\"}, {\"content\": \"Article 2 text...\"}]\n",
"\n",
"tokenizer = AutoTokenizer.from_pretrained(\"sentence-transformers/paraphrase-multilingual-mpnet-base-v2\")\n",
"\n",
"def get_random_sample(article, length):\n",
" words = article.split()\n",
" if len(words) <= length:\n",
" return None # Skip short articles\n",
" start_index = random.randint(0, len(words) - length)\n",
" return ' '.join(words[start_index:start_index+length])\n",
"\n",
"token_counts = {}\n",
"\n",
"for word_length in range(150, 275): # from 150 to 450 words inclusive\n",
" token_counts[word_length] = []\n",
" for _ in range(SAMPLES_PER_WORD_COUNT):\n",
" article = random.choice(articles)['content']\n",
" sample = get_random_sample(article, word_length)\n",
" if not sample:\n",
" continue # Skip the iteration if the article is too short\n",
" tokens = tokenizer.tokenize(sample)\n",
" token_counts[word_length].append(len(tokens))\n",
"\n",
"# print(token_counts)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0682f0be-4b03-4727-9025-7d571b7720fe",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"import plotly.io as pio\n",
"pio.renderers.default = 'jupyterlab'"
]
},
{
"cell_type": "markdown",
"id": "a44f6d8b-1218-4ff6-9750-f66eeb9d634a",
"metadata": {},
"source": [
"I'm using a violin plot for each word count to see how the distributions compare. Hover to see the z-scores. Feel free to zoom in! "
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "bbc627bd-dbbf-4de0-a180-dee735f04ea1",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"box": {
"visible": true
},
"hoverinfo": "text",
"meanline": {
"visible": true
},
"name": "150",
"text": "Word Count: 150
Mean: 270.01
Std Dev: 28.15
Z-score for 512: 8.60",
"type": "violin",
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},
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"hoverinfo": "text",
"meanline": {
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"name": "151",
"text": "Word Count: 151
Mean: 276.01
Std Dev: 39.35
Z-score for 512: 6.00",
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"name": "152",
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Mean: 274.47
Std Dev: 26.26
Z-score for 512: 9.05",
"type": "violin",
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Mean: 300.09
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Mean: 294.64
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Z-score for 512: 8.02",
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Mean: 312.19
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Mean: 311.81
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Mean: 318.65
Std Dev: 54.89
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Mean: 316.87
Std Dev: 32.15
Z-score for 512: 6.07",
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Mean: 319.14
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Mean: 317.66
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Z-score for 512: 6.53",
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Mean: 321.43
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Z-score for 512: 5.14",
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Mean: 322.50
Std Dev: 32.66
Z-score for 512: 5.80",
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Mean: 334.47
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Mean: 338.33
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Z-score for 512: 3.09",
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Mean: 339.66
Std Dev: 36.09
Z-score for 512: 4.77",
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Mean: 342.51
Std Dev: 46.39
Z-score for 512: 3.65",
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Mean: 344.07
Std Dev: 37.34
Z-score for 512: 4.50",
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Mean: 349.63
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Mean: 349.96
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Z-score for 512: 4.22",
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Mean: 352.92
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Mean: 356.55
Std Dev: 39.51
Z-score for 512: 3.93",
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Mean: 359.48
Std Dev: 41.84
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Mean: 362.23
Std Dev: 55.05
Z-score for 512: 2.72",
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"name": "199",
"text": "Word Count: 199
Mean: 363.19
Std Dev: 44.96
Z-score for 512: 3.31",
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Mean: 367.07
Std Dev: 70.26
Z-score for 512: 2.06",
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"hoverinfo": "text",
"meanline": {
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"name": "201",
"text": "Word Count: 201
Mean: 365.70
Std Dev: 32.73
Z-score for 512: 4.47",
"type": "violin",
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"name": "202",
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Mean: 364.61
Std Dev: 33.47
Z-score for 512: 4.40",
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Mean: 376.22
Std Dev: 41.43
Z-score for 512: 3.28",
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Mean: 379.90
Std Dev: 49.42
Z-score for 512: 2.67",
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Mean: 381.97
Std Dev: 44.35
Z-score for 512: 2.93",
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Mean: 379.58
Std Dev: 43.56
Z-score for 512: 3.04",
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Mean: 379.05
Std Dev: 33.23
Z-score for 512: 4.00",
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Mean: 383.21
Std Dev: 44.26
Z-score for 512: 2.91",
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Mean: 385.64
Std Dev: 48.42
Z-score for 512: 2.61",
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Mean: 390.39
Std Dev: 59.78
Z-score for 512: 2.03",
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Mean: 387.72
Std Dev: 51.78
Z-score for 512: 2.40",
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Mean: 397.04
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Mean: 393.69
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Z-score for 512: 3.05",
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Mean: 396.88
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Z-score for 512: 2.77",
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Mean: 398.41
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Mean: 412.30
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Mean: 409.33
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Mean: 413.66
Std Dev: 39.01
Z-score for 512: 2.52",
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Mean: 418.02
Std Dev: 44.35
Z-score for 512: 2.12",
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Mean: 415.97
Std Dev: 42.44
Z-score for 512: 2.26",
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Mean: 420.30
Std Dev: 48.77
Z-score for 512: 1.88",
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Mean: 422.31
Std Dev: 40.88
Z-score for 512: 2.19",
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Mean: 420.32
Std Dev: 41.03
Z-score for 512: 2.23",
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Mean: 423.76
Std Dev: 54.13
Z-score for 512: 1.63",
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Mean: 425.81
Std Dev: 43.98
Z-score for 512: 1.96",
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Mean: 426.20
Std Dev: 37.06
Z-score for 512: 2.31",
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Mean: 427.78
Std Dev: 42.55
Z-score for 512: 1.98",
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Mean: 434.19
Std Dev: 48.52
Z-score for 512: 1.60",
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Mean: 436.37
Std Dev: 53.50
Z-score for 512: 1.41",
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Mean: 435.23
Std Dev: 52.54
Z-score for 512: 1.46",
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Mean: 438.64
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Mean: 441.38
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Z-score for 512: 1.18",
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Mean: 449.20
Std Dev: 87.79
Z-score for 512: 0.72",
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Mean: 439.74
Std Dev: 40.87
Z-score for 512: 1.77",
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Mean: 443.28
Std Dev: 39.19
Z-score for 512: 1.75",
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Mean: 446.83
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Mean: 447.24
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Z-score for 512: 1.55",
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Mean: 448.61
Std Dev: 41.36
Z-score for 512: 1.53",
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Mean: 450.98
Std Dev: 42.27
Z-score for 512: 1.44",
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Mean: 455.48
Std Dev: 51.17
Z-score for 512: 1.10",
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Mean: 456.37
Std Dev: 48.53
Z-score for 512: 1.15",
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Mean: 462.51
Std Dev: 57.45
Z-score for 512: 0.86",
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Mean: 460.31
Std Dev: 44.07
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Mean: 463.89
Std Dev: 75.40
Z-score for 512: 0.64",
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Mean: 463.64
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Mean: 465.22
Std Dev: 41.03
Z-score for 512: 1.14",
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Mean: 461.82
Std Dev: 40.58
Z-score for 512: 1.24",
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Mean: 468.30
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Mean: 474.26
Std Dev: 74.88
Z-score for 512: 0.50",
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Mean: 469.22
Std Dev: 42.65
Z-score for 512: 1.00",
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Mean: 472.57
Std Dev: 45.03
Z-score for 512: 0.88",
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Mean: 471.44
Std Dev: 43.94
Z-score for 512: 0.92",
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Mean: 480.11
Std Dev: 67.14
Z-score for 512: 0.47",
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Mean: 483.43
Std Dev: 59.66
Z-score for 512: 0.48",
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Mean: 482.44
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Mean: 479.92
Std Dev: 42.58
Z-score for 512: 0.75",
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Mean: 486.89
Std Dev: 50.69
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Mean: 490.88
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Z-score for 512: 0.27",
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Mean: 487.79
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Z-score for 512: 0.48",
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Mean: 489.15
Std Dev: 42.80
Z-score for 512: 0.53",
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Mean: 491.73
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import plotly.graph_objects as go\n",
"\n",
"# Assuming token_counts is already defined as per previous sections\n",
"word_counts = list(token_counts.keys())\n",
"all_token_counts = [token_counts[count] for count in word_counts]\n",
"\n",
"# Calculate z-scores for 512 for each word count's token counts\n",
"z_scores = {}\n",
"for count, counts in zip(word_counts, all_token_counts):\n",
" mean = np.mean(counts)\n",
" std = np.std(counts)\n",
" z_scores[count] = (512 - mean) / std\n",
"\n",
"# Violin plot\n",
"fig = go.Figure()\n",
"\n",
"for count, counts in zip(word_counts, all_token_counts):\n",
" z_score_512 = z_scores[count]\n",
" hover_text = f\"Word Count: {count}
Mean: {np.mean(counts):.2f}
Std Dev: {np.std(counts):.2f}
Z-score for 512: {z_score_512:.2f}\"\n",
" \n",
" fig.add_trace(go.Violin(\n",
" y=counts,\n",
" name=str(count),\n",
" box_visible=True,\n",
" meanline_visible=True,\n",
" hoverinfo=\"text\",\n",
" text=hover_text\n",
" ))\n",
"\n",
"# Add a horizontal line at y=512 using relative positioning\n",
"fig.add_shape(\n",
" type=\"line\",\n",
" x0=0,\n",
" x1=1,\n",
" xref=\"paper\",\n",
" y0=512,\n",
" y1=512,\n",
" line=dict(color=\"Red\", width=2)\n",
")\n",
"\n",
"fig.update_layout(\n",
" title=\"Token Counts for Various Word Counts\",\n",
" xaxis_title=\"Word Count\",\n",
" yaxis_title=\"Token Counts\"\n",
")\n",
"fig.show()\n"
]
},
{
"cell_type": "markdown",
"id": "c5adb9a7-b7af-4746-aa0c-e8af99c2a1de",
"metadata": {},
"source": [
"We should expect some variance (like non-monotonicity) here since we are taking different samples for each word count. There is no right answer, but I'm feeling optimistic around 225, though some might call me a square ;)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "407c91d5-2319-4622-a317-f943c1891a3b",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"marker": {
"color": "royalblue"
},
"text": [
8.6,
6,
9.05,
8.9,
8.02,
7.94,
6.98,
4.9,
5.57,
6.7,
4.12,
6.68,
3.09,
8.02,
6.87,
4.57,
6.23,
6.85,
6.16,
5,
4.82,
4.48,
6.31,
3.52,
6.07,
4.26,
6.53,
5.14,
5.8,
6.23,
5.52,
5.75,
4.66,
4.23,
4.68,
3.09,
4.77,
4.85,
3.65,
4.5,
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Assuming token_counts is already defined as per previous sections\n",
"word_counts = list(token_counts.keys())\n",
"all_token_counts = [token_counts[count] for count in word_counts]\n",
"\n",
"# Calculate z-scores for 512 for each word count's token counts\n",
"z_scores_list = []\n",
"for count, counts in zip(word_counts, all_token_counts):\n",
" mean = np.mean(counts)\n",
" std = np.std(counts)\n",
" z_score_512 = (512 - mean) / std\n",
" z_scores_list.append(z_score_512)\n",
"\n",
"# Bar chart\n",
"fig = go.Figure(go.Bar(\n",
" x=word_counts,\n",
" y=z_scores_list,\n",
" text=np.round(z_scores_list, 2),\n",
" textposition='auto',\n",
" marker_color='royalblue'\n",
"))\n",
"\n",
"fig.update_layout(\n",
" title=\"Z-Scores for 512 Tokens Across Different Word Counts\",\n",
" xaxis_title=\"Word Count\",\n",
" yaxis_title=\"Z-Score for 512\"\n",
")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c5833dba-1bf6-48aa-be6f-0d70c71e54aa",
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}