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Datasets:
marcmaxmeister
/
unitarian-universalist-sermons

Modalities:
Tabular
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Formats:
csv
Size:
1K - 10K
Libraries:
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pandas
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marcmaxmeister commited on
Commit
f3a2528
•
1 Parent(s): dd687c1

notebook preparing data from scraped files

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  1. parsing-sermon-jsons-to-df-csv.ipynb +305 -0
parsing-sermon-jsons-to-df-csv.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "id": "8a13cfae",
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+ "metadata": {},
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+ "outputs": [
9
+ {
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+ "data": {
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+ "application/vnd.jupyter.widget-view+json": {
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+ "model_id": "5837401d683f4cda99521aaad9baa6f6",
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+ "version_major": 2,
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+ "version_minor": 0
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+ },
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+ "text/plain": [
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+ "sermons: 0%| | 0/46 [00:00<?, ?it/s]"
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+ ]
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+ },
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+ "metadata": {},
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+ "output_type": "display_data"
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+ },
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "/Volumes/MM/autoThread_old/churches/._all-souls_org.json 'utf-8' codec can't decode byte 0xb0 in position 37: invalid start byte\n",
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+ "45 files\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "from tqdm.notebook import tqdm\n",
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+ "from pathlib import Path\n",
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+ "import json\n",
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+ "import pandas as pd\n",
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+ "\n",
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+ "\n",
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+ "source = Path('/Volumes/MM/autoThread_old/churches/')\n",
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+ "data = []\n",
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+ "folder = Path(source).glob('*.json')\n",
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+ "for _file in tqdm(folder, total=len(list(Path(source).glob('*.json'))), desc='sermons'):\n",
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+ " try:\n",
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+ " with open(_file, 'r') as f:\n",
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+ " docs = json.load(f) # {MP3file : {\"text\" ... }}\n",
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+ " except Exception as e:\n",
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+ " print(_file, e)\n",
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+ " continue\n",
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+ " church = _file.stem\n",
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+ " updocs = {}\n",
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+ " for k,v in docs.items():\n",
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+ " v['church'] = church\n",
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+ " updocs[k] = v\n",
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+ " data.append( updocs )\n",
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+ "print(len(data), 'files')"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "id": "705968c8",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "data": {
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+ "text/html": [
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+ "<div>\n",
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+ "<style scoped>\n",
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+ " .dataframe tbody tr th:only-of-type {\n",
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+ " vertical-align: middle;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe tbody tr th {\n",
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+ " vertical-align: top;\n",
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+ " }\n",
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+ "\n",
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+ " .dataframe thead th {\n",
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+ " text-align: right;\n",
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+ " }\n",
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+ "</style>\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th></th>\n",
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+ " <th>church</th>\n",
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+ " <th>source</th>\n",
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+ " <th>text</th>\n",
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+ " <th>sentences</th>\n",
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+ " <th>processing_time</th>\n",
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+ " <th>transcription_errors</th>\n",
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+ " <th>duration(s)</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>1.1</th>\n",
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+ " <td>all-souls_org</td>\n",
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+ " <td>04.02.22ILeftMyHeartInSF.mp3</td>\n",
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+ " <td>Our reading this morning. Is from the same scr...</td>\n",
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+ " <td>177</td>\n",
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+ " <td>327.6</td>\n",
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+ " <td>26</td>\n",
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+ " <td>1528.2</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1.2</th>\n",
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+ " <td>all-souls_org</td>\n",
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+ " <td>04.02.15AfraidOfTheDark.mp3</td>\n",
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+ " <td>Mornings readings are. 2 and brief. The first ...</td>\n",
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+ " <td>123</td>\n",
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+ " <td>139.6</td>\n",
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+ " <td>6</td>\n",
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+ " <td>697.2</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1.3</th>\n",
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+ " <td>all-souls_org</td>\n",
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+ " <td>03.01.26AwesomeMeetsTheFamiliar.mp3</td>\n",
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+ " <td>It is a great joy and privilege for me to be h...</td>\n",
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+ " <td>269</td>\n",
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+ " <td>323.8</td>\n",
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+ " <td>5</td>\n",
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+ " <td>1443.6</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1.4</th>\n",
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+ " <td>all-souls_org</td>\n",
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+ " <td>04.02.11WhatGoodIsGod.mp3</td>\n",
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+ " <td>I've told many of you how excited i am to have...</td>\n",
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+ " <td>125</td>\n",
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+ " <td>367.6</td>\n",
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+ " <td>3</td>\n",
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+ " <td>1387.1</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>1.5</th>\n",
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+ " <td>all-souls_org</td>\n",
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+ " <td>04.02.29ConspiracyAgainstVu.mp3</td>\n",
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+ " <td>Some of you may have thought that. Service wou...</td>\n",
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+ " <td>198</td>\n",
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+ " <td>280.8</td>\n",
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+ " <td>7</td>\n",
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+ " <td>1248.1</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>...</th>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " <td>...</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>45.470</th>\n",
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+ " <td>uufvb_org</td>\n",
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+ " <td>2012Mar18Sermon32.mp3</td>\n",
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+ " <td>30 years old. Person. Usefulness. By the time ...</td>\n",
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+ " <td>302</td>\n",
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+ " <td>209.8</td>\n",
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+ " <td>4</td>\n",
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+ " <td>913.2</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>45.471</th>\n",
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+ " <td>uufvb_org</td>\n",
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+ " <td>2015Feb22Sermon128.mp3</td>\n",
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+ " <td>Good morning everyone is glad to be 80° today ...</td>\n",
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+ " <td>632</td>\n",
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+ " <td>450.8</td>\n",
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+ " <td>20</td>\n",
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+ " <td>1885.9</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>45.472</th>\n",
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+ " <td>uufvb_org</td>\n",
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+ " <td>2011Jul24Sermon32.mp3</td>\n",
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+ " <td>4 years ago. As my partner charlie and i were ...</td>\n",
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+ " <td>405</td>\n",
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+ " <td>295.8</td>\n",
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+ " <td>5</td>\n",
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+ " <td>1386.5</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>45.473</th>\n",
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+ " <td>uufvb_org</td>\n",
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+ " <td>2015Feb15Sermon32.mp3</td>\n",
189
+ " <td>Good morning. Welcome to the unitarian univers...</td>\n",
190
+ " <td>472</td>\n",
191
+ " <td>345.6</td>\n",
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+ " <td>18</td>\n",
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+ " <td>1592.7</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>45.474</th>\n",
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+ " <td>uufvb_org</td>\n",
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+ " <td>2010Dec12Sermon128.mp3</td>\n",
199
+ " <td>I shared the words of bill mckibben with joyce...</td>\n",
200
+ " <td>463</td>\n",
201
+ " <td>225.5</td>\n",
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+ " <td>411</td>\n",
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+ " <td>1339.5</td>\n",
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+ " </tr>\n",
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+ " </tbody>\n",
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+ "</table>\n",
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+ "<p>6900 rows × 7 columns</p>\n",
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+ "</div>"
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+ ],
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+ "text/plain": [
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+ " church source \\\n",
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+ "1.1 all-souls_org 04.02.22ILeftMyHeartInSF.mp3 \n",
213
+ "1.2 all-souls_org 04.02.15AfraidOfTheDark.mp3 \n",
214
+ "1.3 all-souls_org 03.01.26AwesomeMeetsTheFamiliar.mp3 \n",
215
+ "1.4 all-souls_org 04.02.11WhatGoodIsGod.mp3 \n",
216
+ "1.5 all-souls_org 04.02.29ConspiracyAgainstVu.mp3 \n",
217
+ "... ... ... \n",
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+ "45.470 uufvb_org 2012Mar18Sermon32.mp3 \n",
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+ "45.471 uufvb_org 2015Feb22Sermon128.mp3 \n",
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+ "45.472 uufvb_org 2011Jul24Sermon32.mp3 \n",
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+ "45.473 uufvb_org 2015Feb15Sermon32.mp3 \n",
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+ "45.474 uufvb_org 2010Dec12Sermon128.mp3 \n",
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+ "\n",
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+ " text sentences \\\n",
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+ "1.1 Our reading this morning. Is from the same scr... 177 \n",
226
+ "1.2 Mornings readings are. 2 and brief. The first ... 123 \n",
227
+ "1.3 It is a great joy and privilege for me to be h... 269 \n",
228
+ "1.4 I've told many of you how excited i am to have... 125 \n",
229
+ "1.5 Some of you may have thought that. Service wou... 198 \n",
230
+ "... ... ... \n",
231
+ "45.470 30 years old. Person. Usefulness. By the time ... 302 \n",
232
+ "45.471 Good morning everyone is glad to be 80° today ... 632 \n",
233
+ "45.472 4 years ago. As my partner charlie and i were ... 405 \n",
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+ "45.473 Good morning. Welcome to the unitarian univers... 472 \n",
235
+ "45.474 I shared the words of bill mckibben with joyce... 463 \n",
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+ "\n",
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+ " processing_time transcription_errors duration(s) \n",
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+ "1.1 327.6 26 1528.2 \n",
239
+ "1.2 139.6 6 697.2 \n",
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+ "1.3 323.8 5 1443.6 \n",
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+ "1.4 367.6 3 1387.1 \n",
242
+ "1.5 280.8 7 1248.1 \n",
243
+ "... ... ... ... \n",
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+ "45.470 209.8 4 913.2 \n",
245
+ "45.471 450.8 20 1885.9 \n",
246
+ "45.472 295.8 5 1386.5 \n",
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+ "45.473 345.6 18 1592.7 \n",
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+ "45.474 225.5 411 1339.5 \n",
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+ "\n",
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+ "[6900 rows x 7 columns]"
251
+ ]
252
+ },
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+ "execution_count": 2,
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+ "metadata": {},
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+ "output_type": "execute_result"
256
+ }
257
+ ],
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+ "source": [
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+ "# rows are (church, MP3): cols are text, etc.\n",
260
+ "vals = []\n",
261
+ "ids = []\n",
262
+ "for idx,item in enumerate(data):\n",
263
+ " _id = 1\n",
264
+ " for mp3,val in item.items():\n",
265
+ " vals.append(val) # dict with text, time, sent, errors, dur, file(name)\n",
266
+ " ids.append(f\"{idx+1}.{_id}\")\n",
267
+ " _id += 1\n",
268
+ "df = pd.DataFrame(data=vals, columns=['church', 'file', 'text', 'sentences', 'processing_time', 'errors', 'duration'], index=ids)\n",
269
+ "df.duration = df.duration.round(1)\n",
270
+ "df = df.rename(columns={'duration': 'duration(s)', 'file':'source', 'errors':'transcription_errors'})\n",
271
+ "df.to_csv(\"unitarian-universalist-church-sermons-n=6900b.csv\")\n",
272
+ "df"
273
+ ]
274
+ },
275
+ {
276
+ "cell_type": "code",
277
+ "execution_count": null,
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+ "id": "fd50088f",
279
+ "metadata": {},
280
+ "outputs": [],
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+ "source": []
282
+ }
283
+ ],
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+ "metadata": {
285
+ "kernelspec": {
286
+ "display_name": "Python 3",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.9.12"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }