├── .gitignore ├── README.md ├── Section 0. Introduction.ipynb ├── Section 1. Estimating model parameters.ipynb ├── Section 2. Model checking.ipynb ├── Section 3. Hierarchical modelling.ipynb ├── Section 4. Bayesian regression.ipynb ├── data └── hangout_chat_data.csv ├── graphics ├── Bayes Factor DAG.png ├── Neg Binomial Dag.png ├── Neg Binomial Hierarchal.png ├── Poisson-dag.png ├── cover.png ├── dag neg poisson gamma hyper.png ├── dag-bayes-factor.png ├── dag-partial-pooled-model.png ├── mcmc-animate.gif └── posterior-predictive-distribution.png └── styles └── custom.css /.gitignore: -------------------------------------------------------------------------------- 1 | data/Hangouts.json 2 | Appendix 1. Anonymize participants.ipynb 3 | Mixture models.ipynb 4 | Section 5. Bayesian Classification.ipynb 5 | Timeseries modelling.ipynb 6 | .DS_Store 7 | .ipynb_checkpoints/ -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # [Bayesian Modelling in Python](https://github.com/markdregan/Bayesian-Modelling-in-Python) 2 | 3 | ![Bayesian Modelling in Python](/graphics/cover.png) 4 | 5 | Welcome to "Bayesian Modelling in Python" - a tutorial for those interested in learning how to apply bayesian modelling techniques in python ([PYMC3](https://github.com/pymc-devs/pymc3)). This tutorial doesn't aim to be a bayesian statistics tutorial - but rather a programming cookbook for those who understand the fundamental of bayesian statistics and want to learn how to build bayesian models using python. The tutorial sections and topics can be seen below. 6 | 7 | ### Contents 8 | - [**Introduction**](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%200.%20Introduction.ipynb) 9 | - Motivation for learning bayesian statistics 10 | - Loading and parsing Hangout chat data 11 | 12 | - [**Section 1: Estimating model parameters**](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%201.%20Estimating%20model%20parameters.ipynb) 13 | - Frequentist technique for estimating parameters of a poisson model (Optimization routine) 14 | - Bayesian technique for estimating parameters of a poisson model (MCMC) 15 | 16 | - [**Section 2: Model checking & comparison**](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%202.%20Model%20checking.ipynb) 17 | - Posterior predictive check 18 | - Bayes factor 19 | 20 | - [**Section 3: Hierarchal modeling**](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%203.%20Hierarchical%20modelling.ipynb) 21 | - Model pooling (separate models) 22 | - Partial pooling (hierarchal models) 23 | - Shrinkage effect of partial pooling 24 | 25 | - [**Section 4: Bayesian regression**](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%204.%20Bayesian%20regression.ipynb) 26 | - Bayesian fixed effects poisson regression 27 | - Bayesian mixed effects poisson regression 28 | 29 | - **Section 5: Bayesian survival analysis** 30 | - Survival model theory 31 | - Cox proportional hazard model 32 | - Aalen's additive hazard model 33 | 34 | - **Section 6: Bayesian A/B tests** 35 | - Bayesian test of proportions 36 | - Bayesian t-test (BEST) 37 | 38 | ### Contributions 39 | - All contributions are more than welcome. They can be minor (spelling, better explanations, improved code/charts) or major (contribute a full section). 40 | - If you would like to contribute, please create a pull request in GitHub. Happy to discuss ideas before you begin working on the addition. 41 | - I would especially welcome any contributions that address: survival analysis, mixture models, time series models or A/B experiments. 42 | - If you're not familiar with GitHub - please email me at mark@thinkvein.com. 43 | 44 | ### Motivation for learning bayesian statistics 45 | Statistics is a topic that never resonated with me throughout university. The frequentist techniques that we were taught (p-values etc) felt contrived and ultimately I turned my back on statistics as a topic that I wasn't interested in. 46 | 47 | That was until I stumbled upon Bayesian statistics - a branch to statistics quite different from the traditional frequentist statistics that most universities teach. I was inspired by a number of different publications, blogs & videos that I would highly recommend any newbies to bayesian stats to begin with. They include: 48 | - [Doing Bayesian Data Analysis](http://www.amazon.com/Doing-Bayesian-Analysis-Second-Edition/dp/0124058884/ref=dp_ob_title_bk) by John Kruschke 49 | - [Python port](https://github.com/aloctavodia/Doing_bayesian_data_analysis) of John Kruschke's examples by Osvaldo Martin 50 | - [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) provided me with a great source of inspiration to learn bayesian stats. In recognition of this influence, I've adopted the same visual styles as BMH. 51 | - [While My MCMC Gently Samples](http://twiecki.github.io/) blog by Thomas Wiecki 52 | - [Healthy Algorithms](http://healthyalgorithms.com/tag/pymc/) blog by Abraham Flaxman 53 | - [Scipy Tutorial 2014](https://github.com/fonnesbeck/scipy2014_tutorial) by Chris Fonnesbeck 54 | 55 | I created this tutorial in the hope that others find it useful and it helps them learn Bayesian techniques just like the above resources helped me. I hope you find it useful and I'd welcome any corrections/comments/contributions from the community. 56 | 57 | ### Note 58 | This tutorial is actively being worked on. I'm keen to get feedback and welcome ideas/contributions. 59 | -------------------------------------------------------------------------------- /Section 0. Introduction.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "## Bayesian Modelling in Python\n", 8 | "Mark Regan\n", 9 | "\n", 10 | "---\n", 11 | "\n", 12 | "### Section 0: Introduction\n", 13 | "Welcome to \"Bayesian Modelling in Python\" - a tutorial for those interested in learning Bayesian statistics in Python. You can find a list of all tutorial sections on the project's [homepage](https://github.com/markdregan/Hangout-with-PyMC3).\n", 14 | "\n", 15 | "Statistics is a topic that never resonated with me throughout my years in university. The frequentist techniques that we were taught (p-values, etc.) felt contrived and ultimately, I turned my back on statistics as a topic that I wasn't interested in.\n", 16 | "\n", 17 | "That was until I stumbled upon Bayesian statistics - a branch of statistics quite different from the traditional frequentist statistics that most universities teach. I was inspired by a number of different publications, blogs & videos that I would highly recommend any newbies to Bayesian stats to begin with. They include:\n", 18 | "- [Doing Bayesian Data Analysis](http://www.amazon.com/Doing-Bayesian-Analysis-Second-Edition/dp/0124058884/ref=dp_ob_title_bk) by John Kruschke\n", 19 | "- [Python port](https://github.com/aloctavodia/Doing_Bayesian_data_analysis) of John Kruschke's examples by Osvaldo Martin\n", 20 | "- [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers) provided me with a great source of inspiration to learn Bayesian stats. In recognition of this influence, I've adopted the same visual styles as BMH.\n", 21 | "- [While My MCMC Gently Samples](http://twiecki.github.io/) blog by Thomas Wiecki\n", 22 | "- [Healthy Algorithms](http://healthyalgorithms.com/tag/pymc/) blog by Abraham Flaxman\n", 23 | "- [Scipy Tutorial 2014](https://github.com/fonnesbeck/scipy2014_tutorial) by Chris Fonnesbeck\n", 24 | "\n", 25 | "I created this tutorial in the hope that others find it useful and it helps them learn Bayesian techniques just like the above resources helped me. I'd welcome any corrections/comments/contributions from the community.\n", 26 | "\n", 27 | "---\n", 28 | "\n", 29 | "### Loading your Google Hangout chat data\n", 30 | "Throughout this tutorial, we will use a dataset containing all of my Google Hangout chat messages. I've removed the messages content and anonymized my friends' names; the rest of the dataset is unaltered.\n", 31 | "\n", 32 | "If you'd like to use your Hangout chat data whilst working through this tutorial, you can download your Google Hangout data from [Google Takeout](https://www.google.com/settings/takeout/custom/chat). The Hangout data is downloadable in JSON format. After downloading, you can replace the `hangouts.json` file in the data folder.\n", 33 | "\n", 34 | "The json file is heavily nested and contains a lot of redundant information. Some of the key fields are summarized below:\n", 35 | "\n", 36 | "| Field | Description | Example |\n", 37 | "|-----------------|----------------------------------------------------------------|----------------------------------------------|\n", 38 | "| `conversation_id` | Conversation id representing the chat thread | Ugw5Xrm3ZO5mzAfKB7V4AaABAQ |\n", 39 | "| `participants` | List of participants in the chat thread | [Mark, Peter, John] |\n", 40 | "| `event_id` | Id representing an event such as chat message or video hangout | 7-H0Z7-FkyB7-H0au2avdw |\n", 41 | "| `timestamp` | Timestamp | 2014-08-15 01:54:12 |\n", 42 | "| `message` | Content of the message sent | Went to the local wedding photographer today |\n", 43 | "| `sender` | Sender of the message | Mark Regan |" 44 | ] 45 | }, 46 | { 47 | "cell_type": "code", 48 | "execution_count": 1, 49 | "metadata": { 50 | "collapsed": false 51 | }, 52 | "outputs": [], 53 | "source": [ 54 | "import json\n", 55 | "import matplotlib.pyplot as plt\n", 56 | "import numpy as np\n", 57 | "import pandas as pd\n", 58 | "import seaborn.apionly as sns\n", 59 | "\n", 60 | "from datetime import datetime\n", 61 | "\n", 62 | "%matplotlib inline\n", 63 | "plt.style.use('bmh')\n", 64 | "colors = ['#348ABD', '#A60628', '#7A68A6', '#467821', '#D55E00', \n", 65 | " '#CC79A7', '#56B4E9', '#009E73', '#F0E442', '#0072B2']" 66 | ] 67 | }, 68 | { 69 | "cell_type": "markdown", 70 | "metadata": {}, 71 | "source": [ 72 | "The below code loads the json data and parses each message into a single row in a pandas DataFrame.\n", 73 | "> Note: the data/ directory is missing the hangouts.json file. You must download and add your own JSON file as described above. Alternatively, you can skip to the next section where I import an anonymized dataset." 74 | ] 75 | }, 76 | { 77 | "cell_type": "code", 78 | "execution_count": 2, 79 | "metadata": { 80 | "collapsed": false 81 | }, 82 | "outputs": [ 83 | { 84 | "name": "stderr", 85 | "output_type": "stream", 86 | "text": [ 87 | "/Users/mregan/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:75: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n" 88 | ] 89 | } 90 | ], 91 | "source": [ 92 | "# Import json data\n", 93 | "with open('data/Hangouts.json') as json_file:\n", 94 | " json_data = json.load(json_file)\n", 95 | "\n", 96 | "# Generate map from gaia_id to real name\n", 97 | "def user_name_mapping(data):\n", 98 | " user_map = {'gaia_id': ''}\n", 99 | " for state in data['conversation_state']:\n", 100 | " participants = state['conversation_state']['conversation']['participant_data']\n", 101 | " for participant in participants:\n", 102 | " if 'fallback_name' in participant:\n", 103 | " user_map[participant['id']['gaia_id']] = participant['fallback_name']\n", 104 | "\n", 105 | " return user_map\n", 106 | "\n", 107 | "user_dict = user_name_mapping(json_data)\n", 108 | "\n", 109 | "# Parse data into flat list\n", 110 | "def fetch_messages(data):\n", 111 | " messages = []\n", 112 | " for state in data['conversation_state']:\n", 113 | " conversation_state = state['conversation_state']\n", 114 | " conversation = conversation_state['conversation']\n", 115 | " conversation_id = conversation_state['conversation']['id']['id']\n", 116 | " participants = conversation['participant_data']\n", 117 | "\n", 118 | " all_participants = []\n", 119 | " for participant in participants:\n", 120 | " if 'fallback_name' in participant:\n", 121 | " user = participant['fallback_name']\n", 122 | " else:\n", 123 | " # Scope to call G+ API to get name\n", 124 | " user = participant['id']['gaia_id']\n", 125 | " all_participants.append(user)\n", 126 | " num_participants = len(all_participants)\n", 127 | " \n", 128 | " for event in conversation_state['event']:\n", 129 | " try:\n", 130 | " sender = user_dict[event['sender_id']['gaia_id']]\n", 131 | " except:\n", 132 | " sender = event['sender_id']['gaia_id']\n", 133 | " \n", 134 | " timestamp = datetime.fromtimestamp(float(float(event['timestamp'])/10**6.))\n", 135 | " event_id = event['event_id']\n", 136 | "\n", 137 | " if 'chat_message' in event:\n", 138 | " content = event['chat_message']['message_content']\n", 139 | " if 'segment' in content:\n", 140 | " segments = content['segment']\n", 141 | " for segment in segments:\n", 142 | " if 'text' in segment:\n", 143 | " message = segment['text']\n", 144 | " message_length = len(message)\n", 145 | " message_type = segment['type']\n", 146 | " if len(message) > 0:\n", 147 | " messages.append((conversation_id,\n", 148 | " event_id, \n", 149 | " timestamp, \n", 150 | " sender, \n", 151 | " message,\n", 152 | " message_length,\n", 153 | " all_participants,\n", 154 | " ', '.join(all_participants),\n", 155 | " num_participants,\n", 156 | " message_type))\n", 157 | "\n", 158 | " messages.sort(key=lambda x: x[0])\n", 159 | " return messages\n", 160 | "\n", 161 | "# Parse data into data frame\n", 162 | "cols = ['conversation_id', 'event_id', 'timestamp', 'sender', \n", 163 | " 'message', 'message_length', 'participants', 'participants_str', \n", 164 | " 'num_participants', 'message_type']\n", 165 | "\n", 166 | "messages = pd.DataFrame(fetch_messages(json_data), columns=cols).sort(['conversation_id', 'timestamp'])" 167 | ] 168 | }, 169 | { 170 | "cell_type": "code", 171 | "execution_count": 3, 172 | "metadata": { 173 | "collapsed": false 174 | }, 175 | "outputs": [ 176 | { 177 | "data": { 178 | "text/html": [ 179 | "
\n", 180 | "\n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | " \n", 217 | " \n", 218 | " \n", 219 | " \n", 220 | " \n", 221 | " \n", 222 | " \n", 223 | " \n", 224 | " \n", 225 | "
conversation_idevent_idtimestampsendermessagemessage_lengthparticipantsparticipants_strnum_participantsmessage_typeprev_timestampprev_sendertime_delay_secondstime_delay_minsday_of_weekyear_monthis_weekend
10Ugw5Xrm3ZO5mzAfKB7V4AaABAQ7-H0Z7-FkyB7-HDBYj4KKh2014-08-15 03:44:12.840015Mark ReganThanks guys!!!14[Keir Alexander, Louise Alexander Regan, Mark ...Keir Alexander, Louise Alexander Regan, Mark R...3TEXT2014-08-15 03:44:00.781653Keir Alexander12.01.042014-080
\n", 226 | "
" 227 | ], 228 | "text/plain": [ 229 | " conversation_id event_id \\\n", 230 | "10 Ugw5Xrm3ZO5mzAfKB7V4AaABAQ 7-H0Z7-FkyB7-HDBYj4KKh \n", 231 | "\n", 232 | " timestamp sender message message_length \\\n", 233 | "10 2014-08-15 03:44:12.840015 Mark Regan Thanks guys!!! 14 \n", 234 | "\n", 235 | " participants \\\n", 236 | "10 [Keir Alexander, Louise Alexander Regan, Mark ... \n", 237 | "\n", 238 | " participants_str num_participants \\\n", 239 | "10 Keir Alexander, Louise Alexander Regan, Mark R... 3 \n", 240 | "\n", 241 | " message_type prev_timestamp prev_sender \\\n", 242 | "10 TEXT 2014-08-15 03:44:00.781653 Keir Alexander \n", 243 | "\n", 244 | " time_delay_seconds time_delay_mins day_of_week year_month is_weekend \n", 245 | "10 12.0 1.0 4 2014-08 0 " 246 | ] 247 | }, 248 | "execution_count": 3, 249 | "metadata": {}, 250 | "output_type": "execute_result" 251 | } 252 | ], 253 | "source": [ 254 | "# Engineer features\n", 255 | "messages['prev_timestamp'] = messages.groupby(['conversation_id'])['timestamp'].shift(1)\n", 256 | "messages['prev_sender'] = messages.groupby(['conversation_id'])['sender'].shift(1)\n", 257 | "\n", 258 | "# Exclude messages are are replies to oneself (not first reply)\n", 259 | "messages = messages[messages['sender'] != messages['prev_sender']]\n", 260 | "\n", 261 | "# Time delay\n", 262 | "messages['time_delay_seconds'] = (messages['timestamp'] - messages['prev_timestamp']).astype('timedelta64[s]')\n", 263 | "messages = messages[messages['time_delay_seconds'].notnull()]\n", 264 | "messages['time_delay_mins'] = np.ceil(messages['time_delay_seconds'].astype(int)/60.0)\n", 265 | "\n", 266 | "# Time attributes\n", 267 | "messages['day_of_week'] = messages['timestamp'].apply(lambda x: x.dayofweek)\n", 268 | "messages['year_month'] = messages['timestamp'].apply(lambda x: x.strftime(\"%Y-%m\"))\n", 269 | "messages['is_weekend'] = messages['day_of_week'].isin([5,6]).apply(lambda x: 1 if x == True else 0)\n", 270 | "\n", 271 | "# Limit to messages sent by me and exclude all messages between me and Alison\n", 272 | "messages = messages[(messages['sender'] == 'Mark Regan') & (messages['participants_str'] != 'Alison Darcy, Mark Regan')]\n", 273 | "\n", 274 | "# Remove messages not responded within 60 seconds\n", 275 | "# This introduces an issue by right censoring the data (might return to address)\n", 276 | "messages = messages[messages['time_delay_seconds'] < 60]\n", 277 | "\n", 278 | "messages.head(1)" 279 | ] 280 | }, 281 | { 282 | "cell_type": "markdown", 283 | "metadata": {}, 284 | "source": [ 285 | "We now have a data model that we can work with more easily. The above table shows a single row in the pandas DataFrame. I'm interested in how long it takes me to respond to messages. Let's create some plots that describe my typical response times." 286 | ] 287 | }, 288 | { 289 | "cell_type": "code", 290 | "execution_count": 4, 291 | "metadata": { 292 | "collapsed": false 293 | }, 294 | "outputs": [ 295 | { 296 | "data": { 297 | "image/png": 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kbYtEItTW1ua8PzNj6tSpzJs3j02bNrHbbrsxdepUzCznMkWkeAr9nlHs9yQR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\n93+b1GymBZs3bx7sd0rSMSSDK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298 | "text/plain": [ 299 | "" 300 | ] 301 | }, 302 | "metadata": {}, 303 | "output_type": "display_data" 304 | } 305 | ], 306 | "source": [ 307 | "fig = plt.figure(figsize=(10,7))\n", 308 | "ax = fig.add_subplot(211)\n", 309 | "\n", 310 | "order = np.sort(messages['year_month'].unique())\n", 311 | "sns.boxplot(x=messages['year_month'], y=messages['time_delay_seconds'], order=order, orient=\"v\", color=colors[5], linewidth=1, ax=ax)\n", 312 | "_ = ax.set_title('Response time distribution by month')\n", 313 | "_ = ax.set_xlabel('Month-Year')\n", 314 | "_ = ax.set_ylabel('Response time')\n", 315 | "_ = plt.xticks(rotation=30)\n", 316 | "\n", 317 | "ax = fig.add_subplot(212)\n", 318 | "plt.hist(messages['time_delay_seconds'].values, range=[0, 60], bins=60, histtype='stepfilled', color=colors[0])\n", 319 | "_ = ax.set_title('Response time distribution')\n", 320 | "_ = ax.set_xlabel('Response time (seconds)')\n", 321 | "_ = ax.set_ylabel('Number of messages')\n", 322 | "\n", 323 | "plt.tight_layout()" 324 | ] 325 | }, 326 | { 327 | "cell_type": "markdown", 328 | "metadata": {}, 329 | "source": [ 330 | "The above plots give a monthly and an overall perspective of the length of time (in seconds) that it takes me to respond to messages. At this point I have a lot of questions that I want to ask of the data. For example:\n", 331 | "1. Is my response time affected by who I am talking to?\n", 332 | "2. Are there environmental factors that affect my response time (day of week, location, etc.)?\n", 333 | "3. What is the best and worst day to get in touch with me?\n", 334 | "\n", 335 | "Before we try and answer some of these questions, lets take some baby steps by estimating some parameters of a model that describes the above data. That'll make it easier for us to understand the data and inquire further.\n", 336 | "\n", 337 | "In the next section, we'll estimate parameters that describe the above distribution.\n", 338 | "\n", 339 | "#### [>> Go to the Next Section](http://nbviewer.ipython.org/github/markdregan/Bayesian-Modelling-in-Python/blob/master/Section%201.%20Estimating%20model%20parameters.ipynb)\n", 340 | "\n", 341 | "### Export data for usage throughout tutorial" 342 | ] 343 | }, 344 | { 345 | "cell_type": "code", 346 | "execution_count": 5, 347 | "metadata": { 348 | "collapsed": false 349 | }, 350 | "outputs": [], 351 | "source": [ 352 | "# excluded some colums from csv output\n", 353 | "messages.drop(['participants', 'message', 'participants_str'], axis=1, inplace=True)\n", 354 | "\n", 355 | "# Save csv to data folder\n", 356 | "messages.to_csv('data/hangout_chat_data.csv', index=False)" 357 | ] 358 | }, 359 | { 360 | "cell_type": "markdown", 361 | "metadata": {}, 362 | "source": [ 363 | "### References\n", 364 | "1. [Hangout reader](https://bitbucket.org/dotcs/hangouts-log-reader/) by Fabian Mueller" 365 | ] 366 | }, 367 | { 368 | "cell_type": "code", 369 | "execution_count": 6, 370 | "metadata": { 371 | "collapsed": false 372 | }, 373 | "outputs": [ 374 | { 375 | "data": { 376 | "text/html": [ 377 | "\n", 438 | "\n" 453 | ], 454 | "text/plain": [ 455 | "" 456 | ] 457 | }, 458 | "execution_count": 6, 459 | "metadata": {}, 460 | "output_type": "execute_result" 461 | } 462 | ], 463 | "source": [ 464 | "# Apply pretty styles\n", 465 | "from IPython.core.display import HTML\n", 466 | "\n", 467 | "def css_styling():\n", 468 | " styles = open(\"styles/custom.css\", \"r\").read()\n", 469 | " return HTML(styles)\n", 470 | "css_styling()" 471 | ] 472 | }, 473 | { 474 | "cell_type": "code", 475 | "execution_count": null, 476 | "metadata": { 477 | "collapsed": true 478 | }, 479 | "outputs": [], 480 | "source": [] 481 | } 482 | ], 483 | "metadata": { 484 | "anaconda-cloud": {}, 485 | "kernelspec": { 486 | "display_name": "Python [conda root]", 487 | "language": "python", 488 | "name": "conda-root-py" 489 | }, 490 | "language_info": { 491 | "codemirror_mode": { 492 | "name": "ipython", 493 | "version": 2 494 | }, 495 | "file_extension": ".py", 496 | "mimetype": "text/x-python", 497 | "name": "python", 498 | "nbconvert_exporter": "python", 499 | "pygments_lexer": "ipython2", 500 | "version": "2.7.12" 501 | } 502 | }, 503 | "nbformat": 4, 504 | "nbformat_minor": 0 505 | } 506 | -------------------------------------------------------------------------------- /data/hangout_chat_data.csv: -------------------------------------------------------------------------------- 1 | conversation_id,event_id,timestamp,sender,message_length,num_participants,message_type,prev_timestamp,prev_sender,time_delay_seconds,time_delay_mins,day_of_week,year_month,is_weekend 2 | Ugw5Xrm3ZO5mzAfKB7V4AaABAQ,7-H0Z7-FkyB7-HDBYj4KKh,2014-08-15 03:44:12.840015,Mark Regan,14,3,TEXT,2014-08-15 03:44:00.781653,Keir Alexander,12.0,1.0,4,2014-08,0 3 | UgwLUkm5oqPrUyjqFlR4AaABAQ,85SWvmXIEV285Sb1E65xL0,2015-10-18 09:36:39.438706,Mark Regan,47,4,TEXT,2015-10-18 09:36:10.932367,Louise Regan,28.0,1.0,6,2015-10,1 4 | UgwUBKMcZgFowQTz1Rt4AaABAQ,7-H0Z7-HQQg7-H1JJEmE5K,2013-12-19 02:49:28.552063,Mark Regan,44,2,TEXT,2013-12-19 02:48:50.916592,Daragh Walsh,37.0,1.0,3,2013-12,0 5 | UgwUBKMcZgFowQTz1Rt4AaABAQ,7-H0Z7-HQQg7-H1NQV6lMv,2013-12-19 02:50:02.249113,Mark Regan,29,2,TEXT,2013-12-19 02:49:50.401824,Daragh Walsh,11.0,1.0,3,2013-12,0 6 | UgwUBKMcZgFowQTz1Rt4AaABAQ,7-H0Z7-HQQg7-H1RPd1OTh,2013-12-19 02:50:34.906922,Mark Regan,102,2,TEXT,2013-12-19 02:50:11.427353,Daragh Walsh,23.0,1.0,3,2013-12,0 7 | UgwUBKMcZgFowQTz1Rt4AaABAQ,7-H0Z7-HQQg7-H1XZ3YFlF,2013-12-19 02:51:25.266040,Mark Regan,15,2,TEXT,2013-12-19 02:51:14.914502,Daragh Walsh,10.0,1.0,3,2013-12,0 8 | UgwUBKMcZgFowQTz1Rt4AaABAQ,7-H0Z7-HQQg7-HeFtekGdS,2013-12-19 08:38:32.093829,Mark Regan,12,2,TEXT,2013-12-19 08:37:42.776099,Daragh 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UgwWtlWIydxSdkSJchR4AaABAQ,7-H0Z7-1kA671qdQeaCniz,2014-03-13 09:30:41.257888,Mark Regan,43,2,TEXT,2014-03-13 09:30:24.411440,David Hunt,16.0,1.0,3,2014-03,0 22 | UgwWtlWIydxSdkSJchR4AaABAQ,7-H0Z7-1kA671qdXxVJiRI,2014-03-13 09:31:41.022473,Mark Regan,26,2,TEXT,2014-03-13 09:31:22.057759,David Hunt,18.0,1.0,3,2014-03,0 23 | UgwWtlWIydxSdkSJchR4AaABAQ,7-H0Z7-1kA671qdi3RZmZn,2014-03-13 09:33:12.023426,Mark Regan,72,2,TEXT,2014-03-13 09:32:44.799272,David Hunt,27.0,1.0,3,2014-03,0 24 | UgwWtlWIydxSdkSJchR4AaABAQ,7-H0Z7-1kA671qdsVfydFR,2014-03-13 09:34:37.557006,Mark Regan,66,2,TEXT,2014-03-13 09:34:06.266777,David Hunt,31.0,1.0,3,2014-03,0 25 | UgwWtlWIydxSdkSJchR4AaABAQ,7-H0Z7-1kA671qdzyqa5dS,2014-03-13 09:35:38.762895,Mark Regan,48,2,TEXT,2014-03-13 09:35:01.661747,David Hunt,37.0,1.0,3,2014-03,0 26 | UgwcC5CBvr8ldZef7ex4AaABAQ,7-H0Z7-QaYe7-H0dGj0wQC,2015-03-31 12:03:03.699347,Mark Regan,6,4,TEXT,2015-03-31 12:02:46.184768,Louise Regan,17.0,1.0,1,2015-03,0 27 | UgwcC5CBvr8ldZef7ex4AaABAQ,7-H0Z7-QaYe7-H0gm6vqvh,2015-03-31 12:03:32.420093,Mark Regan,48,4,TEXT,2015-03-31 12:03:14.104444,Louise Regan,18.0,1.0,1,2015-03,0 28 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0_nz1fNg,2013-05-23 08:04:03.552168,Mark Regan,23,2,TEXT,2013-05-23 08:03:50.640519,Trish Deely,12.0,1.0,3,2013-05,0 29 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0c8XSjeo,2013-05-23 08:04:22.693802,Mark Regan,16,2,TEXT,2013-05-23 08:04:13.225853,Trish Deely,9.0,1.0,3,2013-05,0 30 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0fF-QBoS,2013-05-23 08:04:48.097954,Mark Regan,24,2,TEXT,2013-05-23 08:04:29.360706,Trish Deely,18.0,1.0,3,2013-05,0 31 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0jDG9mB5,2013-05-23 08:05:20.644041,Mark Regan,9,2,TEXT,2013-05-23 08:05:13.668768,Trish Deely,6.0,1.0,3,2013-05,0 32 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0oyNhwz7,2013-05-23 08:06:07.763515,Mark Regan,39,2,TEXT,2013-05-23 08:05:39.738200,Trish Deely,28.0,1.0,3,2013-05,0 33 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H0xFldlNm,2013-05-23 08:07:15.652551,Mark Regan,47,2,TEXT,2013-05-23 08:06:51.668905,Trish Deely,23.0,1.0,3,2013-05,0 34 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H19TJD67b,2013-05-23 08:09:03.882214,Mark Regan,65,2,TEXT,2013-05-23 08:08:30.191569,Trish Deely,33.0,1.0,3,2013-05,0 35 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H1K8wZtB8,2013-05-23 08:10:31.386613,Mark Regan,6,2,TEXT,2013-05-23 08:10:23.177467,Trish Deely,8.0,1.0,3,2013-05,0 36 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H1ZXS1QF-,2013-05-23 08:12:37.403720,Mark Regan,50,2,TEXT,2013-05-23 08:12:12.353270,Trish Deely,25.0,1.0,3,2013-05,0 37 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H1d5s_nNN,2013-05-23 08:13:14.835316,Mark Regan,14,2,TEXT,2013-05-23 08:13:04.870722,Trish Deely,9.0,1.0,3,2013-05,0 38 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H1i3INxFa,2013-05-23 08:13:55.464354,Mark Regan,40,2,TEXT,2013-05-23 08:13:44.920444,Trish Deely,10.0,1.0,3,2013-05,0 39 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h7-H1nVSAUF7,2013-05-23 08:14:40.027539,Mark Regan,46,2,TEXT,2013-05-23 08:14:14.182175,Trish Deely,25.0,1.0,3,2013-05,0 40 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NGQy5othi,2013-06-19 14:49:21.775151,Mark Regan,32,2,TEXT,2013-06-19 14:49:06.878877,Trish Deely,14.0,1.0,2,2013-06,0 41 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NGXAvyg00,2013-06-19 14:50:12.696938,Mark Regan,41,2,TEXT,2013-06-19 14:49:51.054615,Trish Deely,21.0,1.0,2,2013-06,0 42 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NGdmjhy3K,2013-06-19 14:51:15.009113,Mark Regan,41,2,TEXT,2013-06-19 14:51:02.822096,Trish Deely,12.0,1.0,2,2013-06,0 43 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NGh-em6e5,2013-06-19 14:51:41.367457,Mark Regan,13,2,TEXT,2013-06-19 14:51:24.784800,Trish Deely,16.0,1.0,2,2013-06,0 44 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NGt5sMuT9,2013-06-19 14:53:20.465666,Mark Regan,49,2,TEXT,2013-06-19 14:52:39.446911,Trish Deely,41.0,1.0,2,2013-06,0 45 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NH-lAKsP2,2013-06-19 14:54:23.224351,Mark Regan,84,2,TEXT,2013-06-19 14:54:18.352176,Trish Deely,4.0,1.0,2,2013-06,0 46 | UgwkOiWSDzfqbZD63K94AaABAQ,7-H0Z7-2C9h70NHXiU44ss,2013-06-19 14:59:01.408029,Mark Regan,20,2,TEXT,2013-06-19 14:58:54.884442,Trish Deely,6.0,1.0,2,2013-06,0 47 | Ugwn_hjWEzXfJeG3yRB4AaABAQ,7-H0Z7-46Jt7-H4ngg66P4,2014-01-25 16:42:38.148979,Mark Regan,33,2,TEXT,2014-01-25 16:42:02.228701,Daniel Goehl,35.0,1.0,5,2014-01,1 48 | Ugwn_hjWEzXfJeG3yRB4AaABAQ,7-H0Z7-46Jt7-H6ACq4Sga,2014-01-25 16:54:35.096822,Mark Regan,26,2,TEXT,2014-01-25 16:54:19.946949,Daniel Goehl,15.0,1.0,5,2014-01,1 49 | Ugwn_hjWEzXfJeG3yRB4AaABAQ,7-H0Z7-46Jt7023qqTgcF5,2014-02-13 17:17:06.857894,Mark Regan,57,2,TEXT,2014-02-13 17:16:25.388000,Daniel Goehl,41.0,1.0,3,2014-02,0 50 | UgxFtG17etMDMNeK85t4AaABAQ,7-H0Z7-5skZ7-H0hN1BUhJ,2015-01-12 17:01:52.252268,Mark Regan,27,4,TEXT,2015-01-12 17:01:20.735068,Carsten de Vries,31.0,1.0,0,2015-01,0 51 | UgxFtG17etMDMNeK85t4AaABAQ,7-H0Z7-5skZ7-Jm1bmg4TW,2015-01-13 18:42:40.988880,Mark Regan,7,4,TEXT,2015-01-13 18:42:25.817443,Daniel Goehl,15.0,1.0,1,2015-01,0 52 | UgxFtG17etMDMNeK85t4AaABAQ,7-H0Z7-5skZ7-KCuysBdwQ,2015-01-13 22:46:18.471442,Mark Regan,4,4,TEXT,2015-01-13 22:46:08.324918,Carsten de Vries,10.0,1.0,1,2015-01,0 53 | UgxFtG17etMDMNeK85t4AaABAQ,7-H0Z7-5skZ7-KD7RWYDsg,2015-01-13 22:48:08.762658,Mark Regan,2,4,TEXT,2015-01-13 22:47:59.642008,Carsten de Vries,9.0,1.0,1,2015-01,0 54 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-IlptT6OUK,2013-10-08 10:54:20.663566,Mark Regan,18,2,TEXT,2013-10-08 10:54:10.304181,Norman Lemke,10.0,1.0,1,2013-10,0 55 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-JAHqc4Eh5,2013-10-08 14:36:45.067462,Mark Regan,14,2,TEXT,2013-10-08 14:36:31.529240,Norman Lemke,13.0,1.0,1,2013-10,0 56 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-hrx-skDgW,2013-10-18 14:07:59.916909,Mark Regan,32,2,TEXT,2013-10-18 14:07:25.225586,Norman Lemke,34.0,1.0,4,2013-10,0 57 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-hs-J5jM-_,2013-10-18 14:08:26.952695,Mark Regan,5,2,TEXT,2013-10-18 14:08:20.541818,Norman Lemke,6.0,1.0,4,2013-10,0 58 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-hs5bQghpW,2013-10-18 14:09:18.578458,Mark Regan,18,2,TEXT,2013-10-18 14:09:08.086093,Norman Lemke,10.0,1.0,4,2013-10,0 59 | UgxJdiwfjdD_y1tmCrZ4AaABAQ,7-H0Z7-6epQ7-hs7eXcE2G,2013-10-18 14:09:35.360296,Mark Regan,25,2,TEXT,2013-10-18 14:09:25.432596,Norman Lemke,9.0,1.0,4,2013-10,0 60 | UgxOT8UpvdjnmQpwAKl4AaABAQ,7-H0Z7-0rlq77nsz-pkxI9,2014-07-15 13:09:46.035994,Mark Regan,37,2,TEXT,2014-07-15 13:09:24.986712,Michael Regan,21.0,1.0,1,2014-07,0 61 | UgxOT8UpvdjnmQpwAKl4AaABAQ,7-H0Z7-0rlq77nt3c6mElr,2014-07-15 13:10:32.024596,Mark Regan,23,2,TEXT,2014-07-15 13:10:23.703076,Michael Regan,8.0,1.0,1,2014-07,0 62 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kwKPI0tzP,2013-05-29 07:11:02.359256,Mark Regan,43,2,TEXT,2013-05-29 07:10:56.038733,Raymond O' Hara,6.0,1.0,2,2013-05,0 63 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kwOqjpcGv,2013-05-29 07:11:38.768501,Mark Regan,36,2,TEXT,2013-05-29 07:11:23.430995,Raymond O' Hara,15.0,1.0,2,2013-05,0 64 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kwRTvcsly,2013-05-29 07:12:00.296134,Mark Regan,2,2,TEXT,2013-05-29 07:11:53.307764,Raymond O' Hara,6.0,1.0,2,2013-05,0 65 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kwTQScOcJ,2013-05-29 07:12:16.236985,Mark Regan,29,2,TEXT,2013-05-29 07:12:05.243378,Raymond O' Hara,10.0,1.0,2,2013-05,0 66 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kwWFDsCx-,2013-05-29 07:12:39.374873,Mark Regan,40,2,TEXT,2013-05-29 07:12:35.642088,Raymond O' Hara,3.0,1.0,2,2013-05,0 67 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kyZB9YTyj,2013-05-29 07:30:32.006636,Mark Regan,2,2,TEXT,2013-05-29 07:29:54.876030,Raymond O' Hara,37.0,1.0,2,2013-05,0 68 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7-kygLV-Slc,2013-05-29 07:31:38.865403,Mark Regan,22,2,TEXT,2013-05-29 07:31:32.213192,Raymond O' Hara,6.0,1.0,2,2013-05,0 69 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33ZCakcjo,2015-02-17 01:33:23.326420,Mark Regan,12,2,TEXT,2015-02-17 01:33:11.482698,Raymond O' Hara,11.0,1.0,1,2015-02,0 70 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33djbq70w,2015-02-17 01:34:08.640452,Mark Regan,77,2,TEXT,2015-02-17 01:33:58.078652,Raymond O' Hara,10.0,1.0,1,2015-02,0 71 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33ih0RvL2,2015-02-17 01:34:49.267686,Mark Regan,108,2,TEXT,2015-02-17 01:34:17.545984,Raymond O' Hara,31.0,1.0,1,2015-02,0 72 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33lnNuEk4,2015-02-17 01:35:14.658837,Mark Regan,26,2,TEXT,2015-02-17 01:35:04.892674,Raymond O' Hara,9.0,1.0,1,2015-02,0 73 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33qIUp3xK,2015-02-17 01:35:51.536283,Mark Regan,14,2,TEXT,2015-02-17 01:35:42.992282,Raymond O' Hara,8.0,1.0,1,2015-02,0 74 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33vXCKOLj,2015-02-17 01:36:34.379642,Mark Regan,83,2,TEXT,2015-02-17 01:36:33.447690,Raymond O' Hara,0.0,0.0,1,2015-02,0 75 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P33zqjb-wB,2015-02-17 01:37:09.776607,Mark Regan,4,2,TEXT,2015-02-17 01:37:01.545141,Raymond O' Hara,8.0,1.0,1,2015-02,0 76 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P342sayQ8v,2015-02-17 01:37:42.782666,Mark Regan,12,2,TEXT,2015-02-17 01:37:39.957637,Raymond O' Hara,2.0,1.0,1,2015-02,0 77 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P344m7dswx,2015-02-17 01:37:58.338314,Mark Regan,19,2,TEXT,2015-02-17 01:37:55.346256,Raymond O' Hara,2.0,1.0,1,2015-02,0 78 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P349yD2v5C,2015-02-17 01:38:40.845242,Mark Regan,122,2,TEXT,2015-02-17 01:38:07.521616,Raymond O' Hara,33.0,1.0,1,2015-02,0 79 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P34Lm-ogI1,2015-02-17 01:40:17.586227,Mark Regan,45,2,TEXT,2015-02-17 01:40:08.002293,Raymond O' Hara,9.0,1.0,1,2015-02,0 80 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7P34OZ_WAUF,2015-02-17 01:40:40.444468,Mark Regan,22,2,TEXT,2015-02-17 01:40:30.359829,Raymond O' Hara,10.0,1.0,1,2015-02,0 81 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_gSk1gEG,2015-04-27 09:45:11.264307,Mark Regan,5,2,TEXT,2015-04-27 09:45:03.177562,Raymond O' Hara,8.0,1.0,0,2015-04,0 82 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_iPP90HF,2015-04-27 09:45:27.220348,Mark Regan,30,2,TEXT,2015-04-27 09:45:17.663574,Raymond O' Hara,9.0,1.0,0,2015-04,0 83 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_jmIPPC8,2015-04-27 09:45:38.470533,Mark Regan,16,2,TEXT,2015-04-27 09:45:35.692430,Raymond O' Hara,2.0,1.0,0,2015-04,0 84 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_kBLw67j,2015-04-27 09:45:41.805384,Mark Regan,16,2,TEXT,2015-04-27 09:45:39.209071,Raymond O' Hara,2.0,1.0,0,2015-04,0 85 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_khuIDhi,2015-04-27 09:45:46.100661,Mark Regan,4,2,TEXT,2015-04-27 09:45:43.167011,Raymond O' Hara,2.0,1.0,0,2015-04,0 86 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_njKU8JB,2015-04-27 09:46:10.858643,Mark Regan,52,2,TEXT,2015-04-27 09:45:53.284941,Raymond O' Hara,17.0,1.0,0,2015-04,0 87 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_pNOHGW2,2015-04-27 09:46:24.306631,Mark Regan,37,2,TEXT,2015-04-27 09:46:12.419210,Raymond O' Hara,11.0,1.0,0,2015-04,0 88 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zS_vxttpzK,2015-04-27 09:47:18.259622,Mark Regan,42,2,TEXT,2015-04-27 09:46:46.642156,Raymond O' Hara,31.0,1.0,0,2015-04,0 89 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSa-NVaS9i,2015-04-27 09:47:54.433691,Mark Regan,35,2,TEXT,2015-04-27 09:47:45.563089,Raymond O' Hara,8.0,1.0,0,2015-04,0 90 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSa469_qlZ,2015-04-27 09:48:33.173016,Mark Regan,19,2,TEXT,2015-04-27 09:48:06.772138,Raymond O' Hara,26.0,1.0,0,2015-04,0 91 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSa6d97LcV,2015-04-27 09:48:53.908007,Mark Regan,17,2,TEXT,2015-04-27 09:48:46.409186,Raymond O' Hara,7.0,1.0,0,2015-04,0 92 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSa9ga2YJU,2015-04-27 09:49:18.924242,Mark Regan,37,2,TEXT,2015-04-27 09:49:15.801375,Raymond O' Hara,3.0,1.0,0,2015-04,0 93 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSaF1mw3gv,2015-04-27 09:50:02.725087,Mark Regan,5,2,TEXT,2015-04-27 09:49:56.615946,Raymond O' Hara,6.0,1.0,0,2015-04,0 94 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSbbXea4W2,2015-04-27 10:01:59.509399,Mark Regan,50,2,TEXT,2015-04-27 10:01:37.676175,Raymond O' Hara,21.0,1.0,0,2015-04,0 95 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSbfTeXFsg,2015-04-27 10:02:31.765544,Mark Regan,5,2,TEXT,2015-04-27 10:02:28.629369,Raymond O' Hara,3.0,1.0,0,2015-04,0 96 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P7zSbqZ0DARV,2015-04-27 10:04:02.562619,Mark Regan,20,2,TEXT,2015-04-27 10:03:52.558489,Raymond O' Hara,10.0,1.0,0,2015-04,0 97 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DhrIdgUIM,2015-06-10 08:10:45.203179,Mark Regan,10,2,TEXT,2015-06-10 08:10:26.636013,Raymond O' Hara,18.0,1.0,2,2015-06,0 98 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DhvX0uc34,2015-06-10 08:11:19.811059,Mark Regan,52,2,TEXT,2015-06-10 08:11:15.080395,Raymond O' Hara,4.0,1.0,2,2015-06,0 99 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DhxZqG_a-,2015-06-10 08:11:36.555973,Mark Regan,16,2,TEXT,2015-06-10 08:11:28.170990,Raymond O' Hara,8.0,1.0,2,2015-06,0 100 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Di1Qs2Nf1,2015-06-10 08:12:16.368951,Mark Regan,31,2,TEXT,2015-06-10 08:12:07.767761,Raymond O' Hara,8.0,1.0,2,2015-06,0 101 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Di4ed_Y2o,2015-06-10 08:12:42.835409,Mark Regan,86,2,TEXT,2015-06-10 08:12:17.490556,Raymond O' Hara,25.0,1.0,2,2015-06,0 102 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Di907-oBA,2015-06-10 08:13:18.480080,Mark Regan,38,2,TEXT,2015-06-10 08:13:18.129575,Raymond O' Hara,0.0,0.0,2,2015-06,0 103 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DiAeMq0yl,2015-06-10 08:13:31.951526,Mark Regan,6,2,TEXT,2015-06-10 08:13:27.130030,Raymond O' Hara,4.0,1.0,2,2015-06,0 104 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DiPEdZWwU,2015-06-10 08:15:31.411211,Mark Regan,116,2,TEXT,2015-06-10 08:14:57.314049,Raymond O' Hara,34.0,1.0,2,2015-06,0 105 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DiQa7FAv_,2015-06-10 08:15:42.480474,Mark Regan,29,2,TEXT,2015-06-10 08:15:40.816621,Raymond O' Hara,1.0,1.0,2,2015-06,0 106 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DiTo_MZgc,2015-06-10 08:16:08.906747,Mark Regan,55,2,TEXT,2015-06-10 08:15:57.802625,Raymond O' Hara,11.0,1.0,2,2015-06,0 107 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DifR_x4ap,2015-06-10 08:17:52.331563,Mark Regan,43,2,TEXT,2015-06-10 08:17:38.063377,Raymond O' Hara,14.0,1.0,2,2015-06,0 108 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Div9FLSFD,2015-06-10 08:20:01.056970,Mark Regan,7,2,TEXT,2015-06-10 08:19:57.305575,Raymond O' Hara,3.0,1.0,2,2015-06,0 109 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjFukHpe3,2015-06-10 08:22:59.296903,Mark Regan,61,2,TEXT,2015-06-10 08:22:15.288341,Raymond O' Hara,44.0,1.0,2,2015-06,0 110 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjGqH7od4,2015-06-10 08:23:06.916032,Mark Regan,7,2,TEXT,2015-06-10 08:22:59.435600,Raymond O' Hara,7.0,1.0,2,2015-06,0 111 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjIo41QR-,2015-06-10 08:23:23.018344,Mark Regan,52,2,TEXT,2015-06-10 08:23:10.947882,Raymond O' Hara,12.0,1.0,2,2015-06,0 112 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjMzwcCb9,2015-06-10 08:23:57.305868,Mark Regan,15,2,TEXT,2015-06-10 08:23:53.762945,Raymond O' Hara,3.0,1.0,2,2015-06,0 113 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjZWtSLjB,2015-06-10 08:25:39.954078,Mark Regan,105,2,TEXT,2015-06-10 08:25:19.643682,Raymond O' Hara,20.0,1.0,2,2015-06,0 114 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Djiu_NkOV,2015-06-10 08:27:05.034878,Mark Regan,114,2,TEXT,2015-06-10 08:26:32.316938,Raymond O' Hara,32.0,1.0,2,2015-06,0 115 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80DjpvldMwI,2015-06-10 08:28:02.531321,Mark Regan,33,2,TEXT,2015-06-10 08:27:59.631916,Raymond O' Hara,2.0,1.0,2,2015-06,0 116 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P80Dk4tpf4nR,2015-06-10 08:30:13.355498,Mark Regan,69,2,TEXT,2015-06-10 08:29:51.042720,Raymond O' Hara,22.0,1.0,2,2015-06,0 117 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aOL2wgyyQ,2015-09-02 02:27:24.409391,Mark Regan,2,2,TEXT,2015-09-02 02:27:17.496186,Raymond O' Hara,6.0,1.0,2,2015-09,0 118 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aOMXhhD9r,2015-09-02 02:27:36.539080,Mark Regan,9,2,TEXT,2015-09-02 02:27:27.569021,Raymond O' Hara,8.0,1.0,2,2015-09,0 119 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aOUJWax8P,2015-09-02 02:28:40.259531,Mark Regan,136,2,TEXT,2015-09-02 02:28:02.789459,Raymond O' Hara,37.0,1.0,2,2015-09,0 120 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aOy1uMjE3,2015-09-02 02:32:51.956948,Mark Regan,139,2,TEXT,2015-09-02 02:32:25.062673,Raymond O' Hara,26.0,1.0,2,2015-09,0 121 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aP1BjkhCp,2015-09-02 02:33:25.983229,Mark Regan,29,2,TEXT,2015-09-02 02:33:16.907620,Raymond O' Hara,9.0,1.0,2,2015-09,0 122 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aPDk4g-VB,2015-09-02 02:35:08.811679,Mark Regan,39,2,TEXT,2015-09-02 02:35:00.624006,Raymond O' Hara,8.0,1.0,2,2015-09,0 123 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aPLGLWJ7D,2015-09-02 02:36:10.413575,Mark Regan,128,2,TEXT,2015-09-02 02:35:14.176895,Raymond O' Hara,56.0,1.0,2,2015-09,0 124 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83aPPJFVgNk,2015-09-02 02:36:43.553936,Mark Regan,7,2,TEXT,2015-09-02 02:36:19.979551,Raymond O' Hara,23.0,1.0,2,2015-09,0 125 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83v66b0GEFu,2015-09-10 03:32:11.906797,Mark Regan,4,2,TEXT,2015-09-10 03:32:06.936063,Raymond O' Hara,4.0,1.0,3,2015-09,0 126 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83v68EshKzX,2015-09-10 03:32:25.329470,Mark Regan,4,2,TEXT,2015-09-10 03:32:21.949786,Raymond O' Hara,3.0,1.0,3,2015-09,0 127 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83v69P6F_sI,2015-09-10 03:32:34.830500,Mark Regan,16,2,TEXT,2015-09-10 03:32:30.201291,Raymond O' Hara,4.0,1.0,3,2015-09,0 128 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83v6HZHJA_o,2015-09-10 03:33:41.668113,Mark Regan,87,2,TEXT,2015-09-10 03:33:40.533309,Raymond O' Hara,1.0,1.0,3,2015-09,0 129 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P83v80o4PLhT,2015-09-10 03:48:53.002745,Mark Regan,78,2,TEXT,2015-09-10 03:48:27.135111,Raymond O' Hara,25.0,1.0,3,2015-09,0 130 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QTMqXoz8C,2015-11-11 09:13:52.709941,Mark Regan,6,2,TEXT,2015-11-11 09:13:24.510430,Raymond O' Hara,28.0,1.0,2,2015-11,0 131 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QTQEFFMbf,2015-11-11 09:14:20.448669,Mark Regan,18,2,TEXT,2015-11-11 09:14:11.430972,Raymond O' Hara,9.0,1.0,2,2015-11,0 132 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QTZD5vkEO,2015-11-11 09:15:34.029156,Mark Regan,6,2,TEXT,2015-11-11 09:14:53.106666,Raymond O' Hara,40.0,1.0,2,2015-11,0 133 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QTts7QmdP,2015-11-11 09:18:31.440918,Mark Regan,48,2,TEXT,2015-11-11 09:18:17.093433,Raymond O' Hara,14.0,1.0,2,2015-11,0 134 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QUBGZJ6Z6,2015-11-11 09:21:02.152075,Mark Regan,113,2,TEXT,2015-11-11 09:20:15.256766,Raymond O' Hara,46.0,1.0,2,2015-11,0 135 | UgxQl5RRoXW9eFABmNB4AaABAQ,7-H0Z7--n0P86QUPxuuBz1,2015-11-11 09:23:02.517498,Mark Regan,31,2,TEXT,2015-11-11 09:22:17.573197,Raymond O' Hara,44.0,1.0,2,2015-11,0 136 | UgxTqPle42dx29sUW4d4AaABAagBl76wDw,8H0E8dbsRv78H0FQEuo7n3,2016-07-31 15:37:05.398707,Mark Regan,39,2,TEXT,2016-07-31 15:36:48.985870,Anne-Marie Farrell,16.0,1.0,6,2016-07,1 137 | UgxTqPle42dx29sUW4d4AaABAagBl76wDw,8H0E8dbsRv78H0FU3MHgb4,2016-07-31 15:37:36.688332,Mark Regan,21,2,TEXT,2016-07-31 15:37:25.959814,Anne-Marie Farrell,10.0,1.0,6,2016-07,1 138 | UgxWXVoT-QpMOp74XzZ4AaABAQ,7-H0Z7-ScCv7-H3TBORN4P,2014-12-18 04:48:24.175152,Mark Regan,25,2,TEXT,2014-12-18 04:47:36.713167,Niamh O'Donnell,47.0,1.0,3,2014-12,0 139 | UgxWXVoT-QpMOp74XzZ4AaABAQ,7-H0Z7-ScCv7-H42NjDDmE,2014-12-18 04:53:28.858776,Mark Regan,18,2,TEXT,2014-12-18 04:53:14.780436,Niamh O'Donnell,14.0,1.0,3,2014-12,0 140 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80ZZKShZc9q,2015-06-18 19:50:46.875399,Mark Regan,9,2,TEXT,2015-06-18 19:50:36.686057,Joe Gallagher,10.0,1.0,3,2015-06,0 141 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80ugiU_mpvq,2015-06-27 10:07:23.723454,Mark Regan,2,2,TEXT,2015-06-27 10:07:18.569011,Joe Gallagher,5.0,1.0,5,2015-06,1 142 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80uguGRXgoO,2015-06-27 10:09:00.217616,Mark Regan,24,2,TEXT,2015-06-27 10:08:17.818329,Joe Gallagher,42.0,1.0,5,2015-06,1 143 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80ugxns8XBN,2015-06-27 10:09:29.200848,Mark Regan,6,2,TEXT,2015-06-27 10:09:19.648065,Joe Gallagher,9.0,1.0,5,2015-06,1 144 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80uh27_MrX-,2015-06-27 10:10:12.810914,Mark Regan,54,2,TEXT,2015-06-27 10:09:51.703318,Joe Gallagher,21.0,1.0,5,2015-06,1 145 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80uhDtzrxKX,2015-06-27 10:11:49.247277,Mark Regan,75,2,TEXT,2015-06-27 10:11:17.479736,Joe Gallagher,31.0,1.0,5,2015-06,1 146 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80uhJOwsslQ,2015-06-27 10:12:34.297781,Mark Regan,55,2,TEXT,2015-06-27 10:12:11.024755,Joe Gallagher,23.0,1.0,5,2015-06,1 147 | UgxZN55h4Vowjqt6ZHx4AaABAQ,80ZZ9NLYbYZ80uhZP3VBvx,2015-06-27 10:14:45.385423,Mark Regan,21,2,TEXT,2015-06-27 10:14:33.907937,Joe Gallagher,11.0,1.0,5,2015-06,1 148 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV7IUI2IT_mjm,2014-09-17 16:04:51.254255,Mark Regan,33,2,TEXT,2014-09-17 16:04:32.704263,Delia Lowery,18.0,1.0,2,2014-09,0 149 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83HlmziSB7u,2015-08-25 11:36:15.707997,Mark Regan,10,2,TEXT,2015-08-25 11:36:05.680546,Delia Lowery,10.0,1.0,1,2015-08,0 150 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83HlpecfwXt,2015-08-25 11:36:37.585241,Mark Regan,50,2,TEXT,2015-08-25 11:36:23.968122,Delia Lowery,13.0,1.0,1,2015-08,0 151 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83Hlwnwn6pC,2015-08-25 11:37:36.121811,Mark Regan,39,2,TEXT,2015-08-25 11:37:33.595926,Delia Lowery,2.0,1.0,1,2015-08,0 152 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83Hm5sYFSdk,2015-08-25 11:38:58.630965,Mark Regan,9,2,TEXT,2015-08-25 11:38:03.228443,Delia Lowery,55.0,1.0,1,2015-08,0 153 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83HmGnD5UtH,2015-08-25 11:40:28.060142,Mark Regan,50,2,TEXT,2015-08-25 11:40:11.480953,Delia Lowery,16.0,1.0,1,2015-08,0 154 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83HmVfWK2aL,2015-08-25 11:42:29.954593,Mark Regan,10,2,TEXT,2015-08-25 11:42:23.622547,Delia Lowery,6.0,1.0,1,2015-08,0 155 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83Hn8SOLHAV,2015-08-25 11:48:04.018764,Mark Regan,7,2,TEXT,2015-08-25 11:47:53.069578,Delia Lowery,10.0,1.0,1,2015-08,0 156 | UgxgUh76-QZsdwu_tWp4AaABAQ,7-H0Z7-K_lV83HnJdKjd80,2015-08-25 11:49:35.659680,Mark Regan,72,2,TEXT,2015-08-25 11:49:09.923961,Delia Lowery,25.0,1.0,1,2015-08,0 157 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj37-dGCBEPmtt,2013-06-20 20:21:48.535697,Mark Regan,4,2,TEXT,2013-06-20 20:21:41.980580,Diogo Ribeiro,6.0,1.0,3,2013-06,0 158 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj37-dGCrwth97,2013-06-20 20:21:54.131594,Mark Regan,27,2,TEXT,2013-06-20 20:21:49.299702,Diogo Ribeiro,4.0,1.0,3,2013-06,0 159 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj37-dGFH5TM2N,2013-06-20 20:22:13.862569,Mark Regan,4,2,TEXT,2013-06-20 20:22:03.353261,Diogo Ribeiro,10.0,1.0,3,2013-06,0 160 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj37-dGKLvDRGl,2013-06-20 20:22:55.440055,Mark Regan,50,2,TEXT,2013-06-20 20:22:35.429293,Diogo Ribeiro,20.0,1.0,3,2013-06,0 161 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj371i9bKBGv_5,2013-08-11 11:03:12.114004,Mark Regan,11,2,TEXT,2013-08-11 11:02:22.703217,Diogo Ribeiro,49.0,1.0,6,2013-08,1 162 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj371i9ko9vbXl,2013-08-11 11:04:29.807431,Mark Regan,2,2,TEXT,2013-08-11 11:04:02.566713,Diogo Ribeiro,27.0,1.0,6,2013-08,1 163 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj371i9sYKT52V,2013-08-11 11:05:33.188607,Mark Regan,73,2,TEXT,2013-08-11 11:04:39.865300,Diogo Ribeiro,53.0,1.0,6,2013-08,1 164 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj371i9yrynJWO,2013-08-11 11:06:24.983630,Mark Regan,19,2,TEXT,2013-08-11 11:06:23.131499,Diogo Ribeiro,1.0,1.0,6,2013-08,1 165 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373juVI651fg,2013-09-30 20:23:42.056121,Mark Regan,7,2,TEXT,2013-09-30 20:23:22.336126,Diogo Ribeiro,19.0,1.0,0,2013-09,0 166 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373juZzBEA_a,2013-09-30 20:24:20.465698,Mark Regan,57,2,TEXT,2013-09-30 20:23:55.033282,Diogo Ribeiro,25.0,1.0,0,2013-09,0 167 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373judyItiuG,2013-09-30 20:25:01.313218,Mark Regan,34,2,TEXT,2013-09-30 20:24:52.753653,Diogo Ribeiro,8.0,1.0,0,2013-09,0 168 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373juhVHLxGG,2013-09-30 20:25:30.238117,Mark Regan,35,2,TEXT,2013-09-30 20:25:18.087812,Diogo Ribeiro,12.0,1.0,0,2013-09,0 169 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373jujeiqN1G,2013-09-30 20:25:47.959581,Mark Regan,25,2,TEXT,2013-09-30 20:25:37.127105,Diogo Ribeiro,10.0,1.0,0,2013-09,0 170 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373jupR9OGB6,2013-09-30 20:26:35.246419,Mark Regan,13,2,TEXT,2013-09-30 20:26:03.303366,Diogo Ribeiro,31.0,1.0,0,2013-09,0 171 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj373jv-oohanB,2013-09-30 20:28:08.515396,Mark Regan,2,2,TEXT,2013-09-30 20:27:44.306539,Diogo Ribeiro,24.0,1.0,0,2013-09,0 172 | UgxljLBuy0t3xRHyJ0d4AaABAQ,7-H0Z7-Alj378RPxUAMV_q,2014-01-25 12:19:27.984070,Mark Regan,5,2,TEXT,2014-01-25 12:19:10.189750,Diogo Ribeiro,17.0,1.0,5,2014-01,1 173 | Ugxn8r_pRc4pim7Q4IN4AaABAQ,7-H0Z7-9PwS76H-9M1Gjdj,2014-10-02 19:59:56.057872,Mark Regan,52,2,TEXT,2014-10-02 19:59:21.007063,Yigit Ihlamur,35.0,1.0,3,2014-10,0 174 | Ugxn8r_pRc4pim7Q4IN4AaABAQ,7-H0Z7-9PwS76H-JVfb1Qd,2014-10-02 20:01:19.212549,Mark Regan,1,2,TEXT,2014-10-02 20:00:48.750722,Yigit Ihlamur,30.0,1.0,3,2014-10,0 175 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8-udBBWEVxY,2015-06-02 13:05:06.242974,Mark Regan,31,2,TEXT,2015-06-02 13:05:05.504593,Patrick Walsh,0.0,0.0,1,2015-06,0 176 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8-udCYf96kt,2015-06-02 13:05:17.398088,Mark Regan,15,2,TEXT,2015-06-02 13:05:15.708033,Patrick Walsh,1.0,1.0,1,2015-06,0 177 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814YSJIBPU3,2015-07-01 15:18:03.174141,Mark Regan,12,2,TEXT,2015-07-01 15:17:07.743020,Patrick Walsh,55.0,1.0,2,2015-07,0 178 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814Ye3finCk,2015-07-01 15:19:47.671817,Mark Regan,69,2,TEXT,2015-07-01 15:19:09.015322,Patrick Walsh,38.0,1.0,2,2015-07,0 179 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814YoOIebXG,2015-07-01 15:21:12.231917,Mark Regan,57,2,TEXT,2015-07-01 15:21:11.655529,Patrick Walsh,0.0,0.0,2,2015-07,0 180 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814Yssgibiv,2015-07-01 15:21:49.017067,Mark Regan,7,2,TEXT,2015-07-01 15:21:34.216483,Patrick Walsh,14.0,1.0,2,2015-07,0 181 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814YvAkl5JM,2015-07-01 15:22:07.841144,Mark Regan,52,2,TEXT,2015-07-01 15:21:50.855381,Patrick Walsh,16.0,1.0,2,2015-07,0 182 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814ZfdBy20V,2015-07-01 15:28:44.825667,Mark Regan,32,2,TEXT,2015-07-01 15:28:38.036588,Patrick Walsh,6.0,1.0,2,2015-07,0 183 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814ZoZCbVda,2015-07-01 15:29:57.915884,Mark Regan,11,2,TEXT,2015-07-01 15:29:32.688663,Patrick Walsh,25.0,1.0,2,2015-07,0 184 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814_Ee_sqeW,2015-07-01 15:33:39.915742,Mark Regan,133,2,TEXT,2015-07-01 15:32:48.554355,Patrick Walsh,51.0,1.0,2,2015-07,0 185 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur814a-Ps3ucf,2015-07-01 15:40:19.312842,Mark Regan,24,2,TEXT,2015-07-01 15:39:59.442162,Patrick Walsh,19.0,1.0,2,2015-07,0 186 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOOKw1oRus,2016-05-02 14:31:12.261762,Mark Regan,11,2,TEXT,2016-05-02 14:30:49.148574,Patrick Walsh,23.0,1.0,0,2016-05,0 187 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOOca2G_hf,2016-05-02 14:33:45.095222,Mark Regan,31,2,TEXT,2016-05-02 14:33:43.695705,Patrick Walsh,1.0,1.0,0,2016-05,0 188 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOOg2u_49N,2016-05-02 14:34:13.493733,Mark Regan,21,2,TEXT,2016-05-02 14:34:03.334980,Patrick Walsh,10.0,1.0,0,2016-05,0 189 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOP8Pnjxwn,2016-05-02 14:38:13.992097,Mark Regan,107,2,TEXT,2016-05-02 14:37:39.182046,Patrick Walsh,34.0,1.0,0,2016-05,0 190 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOPYhATz7P,2016-05-02 14:41:49.334624,Mark Regan,43,2,TEXT,2016-05-02 14:41:06.453398,Patrick Walsh,42.0,1.0,0,2016-05,0 191 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8DOPui88dal,2016-05-02 14:44:57.874771,Mark Regan,34,2,TEXT,2016-05-02 14:44:38.783352,Patrick Walsh,19.0,1.0,0,2016-05,0 192 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdIi3LjUBX,2016-06-27 11:52:42.414414,Mark Regan,11,2,TEXT,2016-06-27 11:52:34.127043,Patrick Walsh,8.0,1.0,0,2016-06,0 193 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdIjoCcTo7,2016-06-27 11:52:56.731836,Mark Regan,34,2,TEXT,2016-06-27 11:52:49.154622,Patrick Walsh,7.0,1.0,0,2016-06,0 194 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdJC5amIT5,2016-06-27 11:56:56.655538,Mark Regan,25,2,TEXT,2016-06-27 11:56:45.728163,Patrick Walsh,10.0,1.0,0,2016-06,0 195 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdJKrCsMNv,2016-06-27 11:58:08.412039,Mark Regan,10,2,TEXT,2016-06-27 11:57:58.000119,Patrick Walsh,10.0,1.0,0,2016-06,0 196 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdK1aheRiU,2016-06-27 12:04:14.941985,Mark Regan,3,2,TEXT,2016-06-27 12:04:00.731431,Patrick Walsh,14.0,1.0,0,2016-06,0 197 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdK5vr8mPz,2016-06-27 12:04:50.414481,Mark Regan,24,2,TEXT,2016-06-27 12:04:37.254314,Patrick Walsh,13.0,1.0,0,2016-06,0 198 | UgxpScy_KNuh_-GF18V4AaABAQ,7-H0Z7-E9ur8FdKHe1PG0r,2016-06-27 12:06:26.436755,Mark Regan,45,2,TEXT,2016-06-27 12:05:50.771449,Patrick Walsh,35.0,1.0,0,2016-06,0 199 | Ugxs932onJNvVdGwUWB4AaABAQ,7-H0Z7--pFm7-H0tg6QSGQ,2014-08-13 07:18:32.365531,Mark Regan,22,2,TEXT,2014-08-13 07:18:30.057024,Paul Mullin,2.0,1.0,2,2014-08,0 200 | Ugxs932onJNvVdGwUWB4AaABAQ,7-H0Z7--pFm7-H10Rz1K--,2014-08-13 07:19:35.965618,Mark Regan,77,2,TEXT,2014-08-13 07:19:13.863265,Paul Mullin,22.0,1.0,2,2014-08,0 201 | Ugxs932onJNvVdGwUWB4AaABAQ,7-H0Z7--pFm7-H16uo5zYC,2014-08-13 07:20:28.936398,Mark Regan,2,2,TEXT,2014-08-13 07:20:13.965916,Paul Mullin,14.0,1.0,2,2014-08,0 202 | UgxwIvrwp8CaNAtEOD14AaABAQ,84s2G_1_39784s2Kp2ITYD,2015-10-03 19:32:51.590223,Mark Regan,15,2,TEXT,2015-10-03 19:32:26.097832,Lasse Wassermann,25.0,1.0,5,2015-10,1 203 | UgxwIvrwp8CaNAtEOD14AaABAQ,84s2G_1_3978504vec3bHl,2015-10-07 07:48:40.016097,Mark Regan,33,2,TEXT,2015-10-07 07:48:24.947824,Lasse Wassermann,15.0,1.0,2,2015-10,0 204 | UgxwIvrwp8CaNAtEOD14AaABAQ,84s2G_1_39785050e1KXiJ,2015-10-07 07:49:29.092545,Mark Regan,40,2,TEXT,2015-10-07 07:48:43.047643,Lasse Wassermann,46.0,1.0,2,2015-10,0 205 | UgxwIvrwp8CaNAtEOD14AaABAQ,84s2G_1_39785055_OY7Me,2015-10-07 07:50:09.459760,Mark Regan,47,2,TEXT,2015-10-07 07:49:55.723513,Lasse Wassermann,13.0,1.0,2,2015-10,0 206 | UgxwIvrwp8CaNAtEOD14AaABAQ,84s2G_1_39786-Ipv1LbVi,2015-10-31 21:02:22.212770,Mark Regan,4,2,TEXT,2015-10-31 21:02:18.058575,Lasse Wassermann,4.0,1.0,5,2015-10,1 207 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CN-1UJMRc,2014-06-10 13:44:21.765267,Mark Regan,57,4,TEXT,2014-06-10 13:43:58.235057,Eileen Regan,23.0,1.0,1,2014-06,0 208 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CN7KMz77Y,2014-06-10 13:45:29.717593,Mark Regan,16,4,TEXT,2014-06-10 13:45:19.629308,Eileen Regan,10.0,1.0,1,2014-06,0 209 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNJTIduPA,2014-06-10 13:47:09.166087,Mark Regan,15,4,TEXT,2014-06-10 13:46:55.966909,Louise Regan,13.0,1.0,1,2014-06,0 210 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNMyXT9PK,2014-06-10 13:47:37.866585,Mark Regan,32,4,TEXT,2014-06-10 13:47:24.549234,Louise Regan,13.0,1.0,1,2014-06,0 211 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNNpustJ8,2014-06-10 13:47:44.955849,Mark Regan,25,4,TEXT,2014-06-10 13:47:41.542751,Louise Regan,3.0,1.0,1,2014-06,0 212 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNVEV5blN,2014-06-10 13:48:45.575322,Mark Regan,43,4,TEXT,2014-06-10 13:48:27.138737,Louise Regan,18.0,1.0,1,2014-06,0 213 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNaPF5gvU,2014-06-10 13:49:36.102784,Mark Regan,41,4,TEXT,2014-06-10 13:49:16.923540,Louise Regan,19.0,1.0,1,2014-06,0 214 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNfr4AULX,2014-06-10 13:50:20.753389,Mark Regan,17,4,TEXT,2014-06-10 13:50:14.347016,Louise Regan,6.0,1.0,1,2014-06,0 215 | Ugy57QUyfbAP53nJEbh4AaABAQ,7-H0Z7-ODkv70CNms4J1kX,2014-06-10 13:51:18.225206,Mark Regan,37,4,TEXT,2014-06-10 13:51:06.933535,Louise Regan,11.0,1.0,1,2014-06,0 216 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7-iqfMSRg9a,2013-05-28 10:56:49.077786,Mark Regan,4,2,TEXT,2013-05-28 10:56:15.804694,pwalsh@paymins.com,33.0,1.0,1,2013-05,0 217 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7-iqsfd5KjX,2013-05-28 10:58:38.157390,Mark Regan,44,2,TEXT,2013-05-28 10:58:14.211223,pwalsh@paymins.com,23.0,1.0,1,2013-05,0 218 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7-ir1Io-OF5,2013-05-28 10:59:57.027141,Mark Regan,36,2,TEXT,2013-05-28 10:59:44.984516,pwalsh@paymins.com,12.0,1.0,1,2013-05,0 219 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7-irXCseyao,2013-05-28 11:04:18.412237,Mark Regan,39,2,TEXT,2013-05-28 11:03:54.433086,pwalsh@paymins.com,23.0,1.0,1,2013-05,0 220 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ76il5WgxF0U,2013-11-18 08:47:51.380926,Mark Regan,20,2,TEXT,2013-11-18 08:47:26.929609,pwalsh@paymins.com,24.0,1.0,0,2013-11,0 221 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ76ilHqgBI5_,2013-11-18 08:49:32.371553,Mark Regan,12,2,TEXT,2013-11-18 08:49:12.938578,pwalsh@paymins.com,19.0,1.0,0,2013-11,0 222 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7Ai1dxLmsH4,2014-02-25 12:07:34.696369,Mark Regan,15,2,TEXT,2014-02-25 12:06:35.895054,pwalsh@paymins.com,58.0,1.0,1,2014-02,0 223 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7Ai1k-2_Iyl,2014-02-25 12:08:24.194321,Mark Regan,29,2,TEXT,2014-02-25 12:07:56.566944,pwalsh@paymins.com,27.0,1.0,1,2014-02,0 224 | UgyC4e0B7ViOpR9zEch4AaABAQ,7-H0Z7-Q0zZ7Ai1l6DXg6S,2014-02-25 12:08:33.304137,Mark Regan,19,2,TEXT,2014-02-25 12:08:28.112095,pwalsh@paymins.com,5.0,1.0,1,2014-02,0 225 | UgyDs6u_XqaAT-3S5Mp4AaABAQ,7-H0Z7-O_or70aXR67jHyN,2013-09-12 07:42:10.539357,Mark Regan,40,4,TEXT,2013-09-12 07:41:51.731004,Eileen Regan,18.0,1.0,3,2013-09,0 226 | UgyDs6u_XqaAT-3S5Mp4AaABAQ,7-H0Z7-O_or70aXZnI2vmE,2013-09-12 07:43:21.728359,Mark Regan,65,4,TEXT,2013-09-12 07:42:53.652944,Eileen Regan,28.0,1.0,3,2013-09,0 227 | UgyL6WtR9nNBcsqa-Fl4AaABAagB3ItB,8ID6aoLwzpI8IrKati1wYd,2016-09-15 12:12:45.278135,Mark Regan,57,2,TEXT,2016-09-15 12:12:21.831636,Red Wolves Gaming,23.0,1.0,3,2016-09,0 228 | UgyL6WtR9nNBcsqa-Fl4AaABAagB3ItB,8ID6aoLwzpI8Nds-gmCWeZ,2017-01-12 12:20:58.596753,Mark Regan,4,2,TEXT,2017-01-12 12:20:48.310506,Red Wolves Gaming,10.0,1.0,3,2017-01,0 229 | UgyL6WtR9nNBcsqa-Fl4AaABAagB3ItB,8ID6aoLwzpI8OFSdvXsvL6,2017-01-27 12:01:03.431712,Mark Regan,10,2,TEXT,2017-01-27 12:00:32.913741,Red Wolves Gaming,30.0,1.0,4,2017-01,0 230 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y74xRsqKXYtS,2013-11-03 12:10:10.456959,Mark Regan,2,2,TEXT,2013-11-03 12:09:35.981234,Eileen Regan,34.0,1.0,6,2013-11,1 231 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y780ET2s7lh8,2014-01-18 13:04:03.934056,Mark Regan,8,2,TEXT,2014-01-18 13:03:57.681024,Eileen Regan,6.0,1.0,5,2014-01,1 232 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y78UYqphHQZ7,2014-01-30 07:39:25.640137,Mark Regan,7,2,TEXT,2014-01-30 07:39:11.682385,Eileen Regan,13.0,1.0,3,2014-01,0 233 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y78UYzbb5W84,2014-01-30 07:40:37.564214,Mark Regan,27,2,TEXT,2014-01-30 07:40:15.152341,Eileen Regan,22.0,1.0,3,2014-01,0 234 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y78UZDrttkdF,2014-01-30 07:42:42.529316,Mark Regan,10,2,TEXT,2014-01-30 07:42:23.436426,Eileen Regan,19.0,1.0,3,2014-01,0 235 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y78weV1gayI1,2014-02-10 14:55:27.431717,Mark Regan,8,2,TEXT,2014-02-10 14:55:10.291452,Eileen Regan,17.0,1.0,0,2014-02,0 236 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y7BcvLLiWqiE,2014-04-18 13:32:03.275359,Mark Regan,5,2,TEXT,2014-04-18 13:31:50.003101,Eileen Regan,13.0,1.0,4,2014-04,0 237 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y83HGIYuAVLy,2015-08-25 06:52:20.980558,Mark Regan,198,2,TEXT,2015-08-25 06:52:04.313557,Eileen Regan,16.0,1.0,1,2015-08,0 238 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y83HGV5acAfE,2015-08-25 06:54:03.725463,Mark Regan,123,2,TEXT,2015-08-25 06:53:19.516179,Eileen Regan,44.0,1.0,1,2015-08,0 239 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y83HGdF0WRle,2015-08-25 06:55:18.659459,Mark Regan,71,2,TEXT,2015-08-25 06:54:51.529688,Eileen Regan,27.0,1.0,1,2015-08,0 240 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y83HH3VKk4b5,2015-08-25 06:59:01.931556,Mark Regan,8,2,TEXT,2015-08-25 06:58:21.290440,Eileen Regan,40.0,1.0,1,2015-08,0 241 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8CG2O7k-KGg,2016-04-04 12:14:05.026112,Mark Regan,42,2,TEXT,2016-04-04 12:13:21.076155,Eileen Regan,43.0,1.0,0,2016-04,0 242 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8D0vMoJCmoD,2016-04-23 11:46:47.080705,Mark Regan,5,2,TEXT,2016-04-23 11:46:35.776330,Eileen Regan,11.0,1.0,5,2016-04,1 243 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8FdmvFdDpaN,2016-06-27 16:25:23.411482,Mark Regan,8,2,TEXT,2016-06-27 16:25:13.182244,Eileen Regan,10.0,1.0,0,2016-06,0 244 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8FdnB973wjk,2016-06-27 16:27:41.841452,Mark Regan,112,2,TEXT,2016-06-27 16:26:46.738080,Eileen Regan,55.0,1.0,0,2016-06,0 245 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8FdnQFYeWBs,2016-06-27 16:29:45.544267,Mark Regan,10,2,TEXT,2016-06-27 16:28:57.823175,Eileen Regan,47.0,1.0,0,2016-06,0 246 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8HqgbBcab_q,2016-08-21 09:43:08.242084,Mark Regan,26,2,TEXT,2016-08-21 09:42:10.961198,Eileen Regan,57.0,1.0,6,2016-08,1 247 | UgyTo-_VjBjWvPUwarF4AaABAQ,7-H0Z7-SB6y8HqgiIjkiQE,2016-08-21 09:44:06.495814,Mark Regan,4,2,TEXT,2016-08-21 09:43:55.872703,Eileen Regan,10.0,1.0,6,2016-08,1 248 | UgyW7UCPHm9O1QsmB1V4AaABAQ,8G9TRImG4oz8GByqQZtM94,2016-07-11 08:23:00.426949,Mark Regan,48,4,TEXT,2016-07-11 08:22:37.211366,Louise Regan,23.0,1.0,0,2016-07,0 249 | UgyW7UCPHm9O1QsmB1V4AaABAQ,8G9TRImG4oz8GByvEvDFra,2016-07-11 08:23:39.896915,Mark Regan,8,4,TEXT,2016-07-11 08:23:37.861508,Louise Regan,2.0,1.0,0,2016-07,0 250 | UgyW7UCPHm9O1QsmB1V4AaABAQ,8G9TRImG4oz8GC1hIVuqH1,2016-07-11 08:56:42.819065,Mark Regan,17,4,TEXT,2016-07-11 08:56:24.331951,Eileen Regan,18.0,1.0,0,2016-07,0 251 | UgyiX70mYXXhDdU3F_x4AaABAQ,7-H0Z7-MfQT7-H3dA1-liJ,2014-12-18 04:49:36.732143,Mark Regan,102,3,TEXT,2014-12-18 04:49:09.505170,John Lunney,27.0,1.0,3,2014-12,0 252 | UgyiX70mYXXhDdU3F_x4AaABAQ,7-H0Z7-MfQT7-H3hFIGKGW,2014-12-18 04:50:10.174158,Mark Regan,4,3,TEXT,2014-12-18 04:49:46.013229,John Lunney,24.0,1.0,3,2014-12,0 253 | UgylVAmbgrDKLBNIBYJ4AaABAQ,8B582O_oYMc8B5AqjztT3g,2016-03-06 09:24:59.520948,Mark Regan,2,4,TEXT,2016-03-06 09:24:55.133617,Louise Regan,4.0,1.0,6,2016-03,1 254 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7-HJ9PrVbsZ,2013-09-05 14:53:35.041171,Mark Regan,29,2,TEXT,2013-09-05 14:53:17.189063,Louise Regan,17.0,1.0,3,2013-09,0 255 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7-HJCS26-yi,2013-09-05 14:53:59.896763,Mark Regan,6,2,TEXT,2013-09-05 14:53:51.125380,Louise Regan,8.0,1.0,3,2013-09,0 256 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7-HJL4n75wb,2013-09-05 14:55:10.648098,Mark Regan,2,2,TEXT,2013-09-05 14:54:37.368712,Louise Regan,33.0,1.0,3,2013-09,0 257 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7-HJWeoxrMr,2013-09-05 14:56:45.499953,Mark Regan,10,2,TEXT,2013-09-05 14:56:18.966887,Louise Regan,26.0,1.0,3,2013-09,0 258 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr74hmSfUkOXf,2014-01-18 12:34:49.362033,Mark Regan,50,2,TEXT,2014-01-18 12:34:30.814364,Louise Regan,18.0,1.0,5,2014-01,1 259 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7IQEDVkpSIb,2014-12-25 07:00:06.323969,Mark Regan,10,2,TEXT,2014-12-25 06:59:55.852880,Louise Regan,10.0,1.0,3,2014-12,0 260 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7IQWbo2Zv5F,2014-12-25 09:40:50.777108,Mark Regan,13,2,TEXT,2014-12-25 09:40:40.653838,Louise Regan,10.0,1.0,3,2014-12,0 261 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7IQX06JrC7L,2014-12-25 09:44:18.043676,Mark Regan,3,2,TEXT,2014-12-25 09:44:11.396276,Louise Regan,6.0,1.0,3,2014-12,0 262 | Ugyo2_ArMaAY55bsggZ4AaABAQ,7-H0Z7-3Znr7z0V6kRR0cb,2015-04-16 11:57:45.016584,Mark Regan,30,2,TEXT,2015-04-16 11:57:16.542699,Louise Regan,28.0,1.0,3,2015-04,0 263 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw71UjwncfQs-,2013-11-05 12:03:53.745668,Mark Regan,26,2,TEXT,2013-11-05 12:03:47.246961,105286173748776452656,6.0,1.0,1,2013-11,0 264 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw71Uk-iJ8j3O,2013-11-05 12:04:25.831797,Mark Regan,13,2,TEXT,2013-11-05 12:04:13.193881,105286173748776452656,12.0,1.0,1,2013-11,0 265 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7GUhMSKY090,2014-11-13 07:32:13.931661,Mark Regan,27,2,TEXT,2014-11-13 07:32:01.407549,105286173748776452656,12.0,1.0,3,2014-11,0 266 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7GUhenimQHI,2014-11-13 07:34:52.444830,Mark Regan,145,2,TEXT,2014-11-13 07:34:06.437014,105286173748776452656,46.0,1.0,3,2014-11,0 267 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm1oWipzBt,2014-12-15 06:57:25.533432,Mark Regan,4,2,TEXT,2014-12-15 06:57:20.843075,105286173748776452656,4.0,1.0,0,2014-12,0 268 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm1qWluO0G,2014-12-15 06:57:41.922900,Mark Regan,29,2,TEXT,2014-12-15 06:57:30.702715,105286173748776452656,11.0,1.0,0,2014-12,0 269 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm1snXN32m,2014-12-15 06:58:00.579760,Mark Regan,9,2,TEXT,2014-12-15 06:57:49.398460,105286173748776452656,11.0,1.0,0,2014-12,0 270 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm23fxMQ42,2014-12-15 06:59:37.913725,Mark Regan,92,2,TEXT,2014-12-15 06:58:58.197186,105286173748776452656,39.0,1.0,0,2014-12,0 271 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm25KnlGz9,2014-12-15 06:59:51.463306,Mark Regan,53,2,TEXT,2014-12-15 06:59:47.523290,105286173748776452656,3.0,1.0,0,2014-12,0 272 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm2EiGLPT3,2014-12-15 07:01:08.322108,Mark Regan,23,2,TEXT,2014-12-15 07:00:58.201312,105286173748776452656,10.0,1.0,0,2014-12,0 273 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm2uSmVOr-,2014-12-15 07:06:58.469609,Mark Regan,3,2,TEXT,2014-12-15 07:06:33.478231,105286173748776452656,24.0,1.0,0,2014-12,0 274 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7Hm2xXoPs_a,2014-12-15 07:07:23.687878,Mark Regan,4,2,TEXT,2014-12-15 07:07:12.909545,105286173748776452656,10.0,1.0,0,2014-12,0 275 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7LasIuyD2Ba,2015-03-20 09:59:31.388190,Mark Regan,5,2,TEXT,2015-03-20 09:59:23.230378,105286173748776452656,8.0,1.0,4,2015-03,0 276 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7LasKwwOalw,2015-03-20 09:59:48.023883,Mark Regan,12,2,TEXT,2015-03-20 09:59:43.651721,105286173748776452656,4.0,1.0,4,2015-03,0 277 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7LasN27ZXgK,2015-03-20 10:00:05.201197,Mark Regan,36,2,TEXT,2015-03-20 09:59:55.971584,105286173748776452656,9.0,1.0,4,2015-03,0 278 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7LasNJDpdxS,2015-03-20 10:00:07.389229,Mark Regan,3,2,TEXT,2015-03-20 10:00:05.582811,105286173748776452656,1.0,1.0,4,2015-03,0 279 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw7LasS8UOrDU,2015-03-20 10:00:46.974401,Mark Regan,12,2,TEXT,2015-03-20 10:00:16.958202,105286173748776452656,30.0,1.0,4,2015-03,0 280 | UgyrVfM5PORmDYM9PJV4AaABAQ,7-H0Z7-4qLw8-AYCLvRU-a,2015-05-15 06:08:31.734252,Mark Regan,36,2,TEXT,2015-05-15 06:08:10.300909,105286173748776452656,21.0,1.0,4,2015-05,0 281 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-H0k27-7x1,2013-11-22 10:24:38.554263,Mark Regan,57,2,TEXT,2013-11-22 10:23:44.329828,Carsten de Vries,54.0,1.0,4,2013-11,0 282 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HmdYWj0JT,2013-11-22 17:31:55.469394,Mark Regan,28,2,TEXT,2013-11-22 17:31:38.405641,Carsten de Vries,17.0,1.0,4,2013-11,0 283 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HmnFpSYBg,2013-11-22 17:33:14.996700,Mark Regan,43,2,TEXT,2013-11-22 17:33:07.602110,Carsten de Vries,7.0,1.0,4,2013-11,0 284 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-Hn4_Yb6Rt,2013-11-22 17:35:45.104956,Mark Regan,97,2,TEXT,2013-11-22 17:34:46.170010,Carsten de Vries,58.0,1.0,4,2013-11,0 285 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-Hn8HBFTSG,2013-11-22 17:36:15.394760,Mark Regan,21,2,TEXT,2013-11-22 17:35:50.288417,Carsten de Vries,25.0,1.0,4,2013-11,0 286 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HnBj36I5C,2013-11-22 17:36:43.665929,Mark Regan,29,2,TEXT,2013-11-22 17:36:26.167518,Carsten de Vries,17.0,1.0,4,2013-11,0 287 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HnRS7-hMG,2013-11-22 17:38:52.442164,Mark Regan,106,2,TEXT,2013-11-22 17:38:06.324339,Carsten de Vries,46.0,1.0,4,2013-11,0 288 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HnfSpX9VU,2013-11-22 17:40:55.413172,Mark Regan,31,2,TEXT,2013-11-22 17:40:01.157561,Carsten de Vries,54.0,1.0,4,2013-11,0 289 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HngCr9OKa,2013-11-22 17:41:01.560752,Mark Regan,12,2,TEXT,2013-11-22 17:41:01.269891,Carsten de Vries,0.0,0.0,4,2013-11,0 290 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HoC2cgBGv,2013-11-22 17:45:30.587494,Mark Regan,14,2,TEXT,2013-11-22 17:45:15.488025,Carsten de Vries,15.0,1.0,4,2013-11,0 291 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7-HqpqNpHAR,2013-11-22 18:08:33.339764,Mark Regan,45,2,TEXT,2013-11-22 18:07:42.726700,Carsten de Vries,50.0,1.0,4,2013-11,0 292 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT77IRRvUADsZ,2014-06-09 20:48:21.320082,Mark Regan,16,2,TEXT,2014-06-09 20:47:51.133335,Carsten de Vries,30.0,1.0,0,2014-06,0 293 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT77XMCYdnYLk,2014-06-15 15:51:10.429130,Mark Regan,7,2,TEXT,2014-06-15 15:50:39.058612,Carsten de Vries,31.0,1.0,6,2014-06,1 294 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT77XMEXa7gvJ,2014-06-15 15:51:26.677834,Mark Regan,10,2,TEXT,2014-06-15 15:51:12.937188,Carsten de Vries,13.0,1.0,6,2014-06,1 295 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT77r3pQb5r_Z,2014-06-23 16:54:38.680036,Mark Regan,7,2,TEXT,2014-06-23 16:54:22.693754,Carsten de Vries,15.0,1.0,0,2014-06,0 296 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT79KdaBSoUt5,2014-07-30 10:24:29.125637,Mark Regan,10,2,TEXT,2014-07-30 10:24:03.143402,Carsten de Vries,25.0,1.0,2,2014-07,0 297 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT79Kdbc26MGX,2014-07-30 10:24:40.848257,Mark Regan,14,2,TEXT,2014-07-30 10:24:32.533975,Carsten de Vries,8.0,1.0,2,2014-07,0 298 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT79KdgoWmu3S,2014-07-30 10:25:23.404831,Mark Regan,39,2,TEXT,2014-07-30 10:25:21.383083,Carsten de Vries,2.0,1.0,2,2014-07,0 299 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT79Kdjwcy1CD,2014-07-30 10:25:49.019767,Mark Regan,12,2,TEXT,2014-07-30 10:25:38.095127,Carsten de Vries,10.0,1.0,2,2014-07,0 300 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT79Kdr9V56fh,2014-07-30 10:26:48.138106,Mark Regan,5,2,TEXT,2014-07-30 10:26:29.785211,Carsten de Vries,18.0,1.0,2,2014-07,0 301 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7BOqv9Ms0Gz,2014-09-19 18:40:41.657513,Mark Regan,11,2,TEXT,2014-09-19 18:40:35.996245,Carsten de Vries,5.0,1.0,4,2014-09,0 302 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7BOqx6sEqrO,2014-09-19 18:40:57.721814,Mark Regan,16,2,TEXT,2014-09-19 18:40:53.806694,Carsten de Vries,3.0,1.0,4,2014-09,0 303 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7BOr0DQo5FS,2014-09-19 18:41:31.329308,Mark Regan,45,2,TEXT,2014-09-19 18:41:09.491474,Carsten de Vries,21.0,1.0,4,2014-09,0 304 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7BOr4aJXCF3,2014-09-19 18:42:07.155298,Mark Regan,13,2,TEXT,2014-09-19 18:41:58.951185,Carsten de Vries,8.0,1.0,4,2014-09,0 305 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7BOrL1U-pJg,2014-09-19 18:44:21.832461,Mark Regan,6,2,TEXT,2014-09-19 18:44:20.255802,Carsten de Vries,1.0,1.0,4,2014-09,0 306 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7Bq0YooELzu,2014-09-30 17:12:21.746150,Mark Regan,4,2,TEXT,2014-09-30 17:12:14.989057,Carsten de Vries,6.0,1.0,1,2014-09,0 307 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7Bq0orLUJIf,2014-09-30 17:14:41.334373,Mark Regan,15,2,TEXT,2014-09-30 17:14:32.426827,Carsten de Vries,8.0,1.0,1,2014-09,0 308 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7Bq10WTcQJz,2014-09-30 17:16:25.030923,Mark Regan,53,2,TEXT,2014-09-30 17:15:50.295058,Carsten de Vries,34.0,1.0,1,2014-09,0 309 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7ClX_XsneC0,2014-10-23 19:56:08.827053,Mark Regan,8,2,TEXT,2014-10-23 19:55:50.002856,Carsten de Vries,18.0,1.0,3,2014-10,0 310 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT7EeUT35vHTt,2014-12-09 18:17:00.951078,Mark Regan,7,2,TEXT,2014-12-09 18:16:51.190703,Carsten de Vries,9.0,1.0,1,2014-12,0 311 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT8-iMpYVGfSv,2015-05-28 18:42:34.688398,Mark Regan,8,2,TEXT,2015-05-28 18:42:25.609957,Carsten de Vries,9.0,1.0,3,2015-05,0 312 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-P9Dt4K0Q,2015-06-04 18:49:12.434110,Mark Regan,4,2,TEXT,2015-06-04 18:49:11.711430,Carsten de Vries,0.0,0.0,3,2015-06,0 313 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PCd7OkEA,2015-06-04 18:49:40.368414,Mark Regan,7,2,TEXT,2015-06-04 18:49:34.914561,Carsten de Vries,5.0,1.0,3,2015-06,0 314 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PKJ7m6XC,2015-06-04 18:50:43.217347,Mark Regan,58,2,TEXT,2015-06-04 18:50:06.959819,Carsten de Vries,36.0,1.0,3,2015-06,0 315 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PN2gGq19,2015-06-04 18:51:05.688955,Mark Regan,27,2,TEXT,2015-06-04 18:50:56.057106,Carsten de Vries,9.0,1.0,3,2015-06,0 316 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PQwTG1ev,2015-06-04 18:51:37.532596,Mark Regan,37,2,TEXT,2015-06-04 18:51:17.559561,Carsten de Vries,19.0,1.0,3,2015-06,0 317 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PS_e2KVV,2015-06-04 18:51:50.996368,Mark Regan,2,2,TEXT,2015-06-04 18:51:46.611809,Carsten de Vries,4.0,1.0,3,2015-06,0 318 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PZhaofYs,2015-06-04 18:52:49.357398,Mark Regan,22,2,TEXT,2015-06-04 18:52:16.140129,Carsten de Vries,33.0,1.0,3,2015-06,0 319 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PreJC0Mi,2015-06-04 18:55:24.584953,Mark Regan,52,2,TEXT,2015-06-04 18:55:13.620903,Carsten de Vries,10.0,1.0,3,2015-06,0 320 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-Pu14nXaL,2015-06-04 18:55:44.011761,Mark Regan,4,2,TEXT,2015-06-04 18:55:39.497256,Carsten de Vries,4.0,1.0,3,2015-06,0 321 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-PvTPeLWh,2015-06-04 18:55:55.829211,Mark Regan,22,2,TEXT,2015-06-04 18:55:51.873973,Carsten de Vries,3.0,1.0,3,2015-06,0 322 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT80-Q3_rv7BD,2015-06-04 18:57:10.511457,Mark Regan,106,2,TEXT,2015-06-04 18:56:44.571990,Carsten de Vries,25.0,1.0,3,2015-06,0 323 | UgzCO8HkSq1cXlsgEhN4AaABAQ,7-H0Z7-6liT8F4rR9encdo,2016-06-13 17:32:10.582841,Mark Regan,4,2,TEXT,2016-06-13 17:31:41.903381,Carsten de Vries,28.0,1.0,0,2016-06,0 324 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H1d7MxXl2,2014-04-25 03:02:49.038173,Mark Regan,87,2,TEXT,2014-04-25 03:02:15.865940,Brian Durcan,33.0,1.0,4,2014-04,0 325 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H1iSjr1cW,2014-04-25 03:03:32.734442,Mark Regan,73,2,TEXT,2014-04-25 03:03:05.312865,Brian Durcan,27.0,1.0,4,2014-04,0 326 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H1iwsOGxG,2014-04-25 03:03:36.719241,Mark Regan,18,2,TEXT,2014-04-25 03:03:33.096047,Brian Durcan,3.0,1.0,4,2014-04,0 327 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H1xivfk75,2014-04-25 03:05:37.814079,Mark Regan,76,2,TEXT,2014-04-25 03:05:20.088611,Brian Durcan,17.0,1.0,4,2014-04,0 328 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H27u81SiZ,2014-04-25 03:07:09.360597,Mark Regan,34,2,TEXT,2014-04-25 03:06:52.362090,Brian Durcan,16.0,1.0,4,2014-04,0 329 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H2D5UDTwz,2014-04-25 03:07:51.900975,Mark Regan,16,2,TEXT,2014-04-25 03:07:22.416505,Brian Durcan,29.0,1.0,4,2014-04,0 330 | UgzFDjzEaKVYPM194AN4AaABAQ,7-H0Z7-D6hu7-H2MfFR0Wv,2014-04-25 03:09:10.334923,Mark Regan,100,2,TEXT,2014-04-25 03:08:17.693284,Brian Durcan,52.0,1.0,4,2014-04,0 331 | UgzTRpFAWz1jMcCIUIh4AaABAQ,8CLGyKiUGx58CmPFK0D1ue,2016-04-17 11:08:47.747224,Mark Regan,86,3,TEXT,2016-04-17 11:08:17.294700,Louise Regan,30.0,1.0,6,2016-04,1 332 | UgzTRpFAWz1jMcCIUIh4AaABAQ,8CLGyKiUGx58CmPRn10QIn,2016-04-17 11:10:29.894255,Mark Regan,10,3,TEXT,2016-04-17 11:10:05.267921,Louise Regan,24.0,1.0,6,2016-04,1 333 | UgzTRpFAWz1jMcCIUIh4AaABAQ,8CLGyKiUGx58CmPTr9R9j4,2016-04-17 11:10:46.804547,Mark Regan,41,3,TEXT,2016-04-17 11:10:35.315936,Louise Regan,11.0,1.0,6,2016-04,1 334 | UgzTRpFAWz1jMcCIUIh4AaABAQ,8CLGyKiUGx58CmPY_JvZri,2016-04-17 11:11:25.481533,Mark Regan,55,3,TEXT,2016-04-17 11:11:12.571945,Louise Regan,12.0,1.0,6,2016-04,1 335 | UgzTRpFAWz1jMcCIUIh4AaABAQ,8CLGyKiUGx58CmVkdEKRxk,2016-04-17 12:05:38.208543,Mark Regan,16,3,TEXT,2016-04-17 12:05:25.418679,Eileen Regan,12.0,1.0,6,2016-04,1 336 | UgzZBTqi5VMkzkwQnAh4AaABAQ,7-H0Z7-RK8A7-H0aE1onZL,2015-03-17 13:50:17.115229,Mark Regan,4,2,TEXT,2015-03-17 13:50:13.562353,Cian O'Mahony,3.0,1.0,1,2015-03,0 337 | UgzZBTqi5VMkzkwQnAh4AaABAQ,7-H0Z7-RK8A7-H0fOLn9ZE,2015-03-17 13:50:59.395040,Mark Regan,9,2,TEXT,2015-03-17 13:50:50.298864,Cian O'Mahony,9.0,1.0,1,2015-03,0 338 | UgzZBTqi5VMkzkwQnAh4AaABAQ,7-H0Z7-RK8A7-H0p9oTHDH,2015-03-17 13:52:19.453401,Mark Regan,54,2,TEXT,2015-03-17 13:52:03.707397,Cian O'Mahony,15.0,1.0,1,2015-03,0 339 | Ugzd2qvqMa_Uvw-kxpp4AaABAQ,7-H0Z7-Kt-j7-H0c1HnowU,2013-09-19 12:02:20.944009,Mark Regan,6,2,TEXT,2013-09-19 12:01:56.854341,Lauren Heller,24.0,1.0,3,2013-09,0 340 | -------------------------------------------------------------------------------- /graphics/Bayes Factor DAG.png: 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