{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How do ratings behave after users have seen many captions?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook looks at the \"vote decay\" of users. The New Yorker caption contest organizer, Bob Mankoff, has received many emails like the one below (name/personal details left out for anonymity)\n", "\n", "> Here's my issue. \n", ">\n", "> First time I encounter something, I might say it's funny. \n", ">\n", "> Then it comes back in many forms over and over and it's no longer funny and I wish I could go back to the first one and say it's not funny. \n", ">\n", "> But it's funny, and then I can't decide whether to credit everyone with funny or keep hitting unfunny. What I really like to find out is who submitted it first, but often it's slightly different and there may be a best version. Auggh!\n", ">\n", "> How should we do this???\n", "\n", "We can investigate this: we have all the data at hand. We record the timestamp, participant ID and their rating for a given caption. So let's see how votes go after a user has seen $n$ captions!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:17:40.636479Z", "start_time": "2017-04-08T10:17:40.627942-05:00" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import caption_contest_data as ccd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading in data\n", "Let's read in the data. As the last column can contain a non-escaped comma, we have to fix that before doing any analysis.\n", "\n", "Note that two versions of this notebook exist (the previous notebook can be found in [43bc5d]). This highlights some of the differences required to read in the earlier datasets.\n", "\n", "[43bc5d]:https://github.com/nextml/caption-contest-data/commit/43bc5d23ee287b8b34cc4eb0181484bd21bbd341" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:17:43.756748Z", "start_time": "2017-04-08T10:17:41.172668-05:00" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "452547\n" ] }, { "data": { "text/html": [ "
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alg_labelnetwork_delayparticipant_uidresponse_timetargettarget_idtarget_rewardtimestamp_query_generatedlabelcontestfilename
0RandomSampling0.094617d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB...5.051Don't worry. You are safe with me.36012016-10-11 18:06:45.916540unfunny540540-responses.csv
1RandomSampling0.099862d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB...5.884I promise, all pre-existing conditions will no...210412016-10-11 18:06:51.124120unfunny540540-responses.csv
2RandomSampling0.089427d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB...2.103You and me make a great combination Doc!420612016-10-11 18:06:57.181677unfunny540540-responses.csv
3RandomSampling0.087867d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB...4.746Zika? No, you're safe.41212016-10-11 18:06:59.441917unfunny540540-responses.csv
4RandomSampling0.089464d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB...15.780Click ... to the right; click... to the left. ...441512016-10-11 18:07:04.330232unfunny540540-responses.csv
\n", "
" ], "text/plain": [ " alg_label network_delay \\\n", "0 RandomSampling 0.094617 \n", "1 RandomSampling 0.099862 \n", "2 RandomSampling 0.089427 \n", "3 RandomSampling 0.087867 \n", "4 RandomSampling 0.089464 \n", "\n", " participant_uid response_time \\\n", "0 d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB... 5.051 \n", "1 d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB... 5.884 \n", "2 d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB... 2.103 \n", "3 d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB... 4.746 \n", "4 d43d742e06d25413ea83b2572248c2_hn5JVUAQmZ6YOgB... 15.780 \n", "\n", " target target_id \\\n", "0 Don't worry. You are safe with me. 360 \n", "1 I promise, all pre-existing conditions will no... 2104 \n", "2 You and me make a great combination Doc! 4206 \n", "3 Zika? No, you're safe. 412 \n", "4 Click ... to the right; click... to the left. ... 4415 \n", "\n", " target_reward timestamp_query_generated label contest \\\n", "0 1 2016-10-11 18:06:45.916540 unfunny 540 \n", "1 1 2016-10-11 18:06:51.124120 unfunny 540 \n", "2 1 2016-10-11 18:06:57.181677 unfunny 540 \n", "3 1 2016-10-11 18:06:59.441917 unfunny 540 \n", "4 1 2016-10-11 18:07:04.330232 unfunny 540 \n", "\n", " filename \n", "0 540-responses.csv \n", "1 540-responses.csv \n", "2 540-responses.csv \n", "3 540-responses.csv \n", "4 540-responses.csv " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "contest = 540\n", "\n", "responses = ccd.responses(contest)\n", "\n", "print(len(responses))\n", "responses.head()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2016-10-05T08:25:55.674349", "start_time": "2016-10-05T08:25:55.671061" } }, "source": [ "## Seeing how many captions a user has seen\n", "This is the workhorse of the notebook: it sees how many captions one participant has seen. I sorted by timestamp (and with an actual timestamp, not a str) to collect the ratings in the order a user has seen. I do not assume that only one user answers at a time." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:17:45.870811Z", "start_time": "2017-04-08T10:17:45.801899-05:00" } }, "outputs": [], "source": [ "last_id = None\n", "i = 0\n", "num_responses = []\n", "captions_seen = []\n", "responses = responses.sort_values(by='timestamp_query_generated')\n", "# responses = responses[0:1000] # debug" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:25.357910Z", "start_time": "2017-04-08T10:17:46.281828-05:00" } }, "outputs": [], "source": [ "captions_seen_by = {}\n", "captions_seen = []\n", "for _, response in responses.iterrows():\n", " id_, rating = response['participant_uid'], response['target_reward']\n", " if id_ not in captions_seen_by:\n", " captions_seen_by[id_] = 0\n", " captions_seen_by[id_] += 1\n", " captions_seen += [captions_seen_by[id_]]\n", " num_responses += [i]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:25.435270Z", "start_time": "2017-04-08T10:18:25.359680-05:00" } }, "outputs": [ { "data": { "text/html": [ "
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alg_labelnetwork_delayparticipant_uidresponse_timetargettarget_idtarget_rewardtimestamp_query_generatedlabelcontestfilenamenumber of captions seen
252687RandomSampling0.071828d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT...4.557You probably wouldn't even be here if you had ...149012016-10-10 17:21:45.573372unfunny540540-responses.csv1
252688RandomSampling0.076773d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT...14.824I guess I don't need to apologize for my cold ...288312016-10-10 17:21:50.381564unfunny540540-responses.csv2
252689RandomSampling0.142236d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT...4.752I'm sorry but your tumblers are dry, your pett...392312016-10-10 17:22:05.504520unfunny540540-responses.csv3
252690RandomSampling0.070380d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT...3.380New and improved provider reimbursement under ...27112016-10-10 17:22:10.584019unfunny540540-responses.csv4
252691RandomSampling0.068067d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT...2.258Try a more balanced diet . . . your acid test ...368612016-10-10 17:22:14.221277unfunny540540-responses.csv5
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" ], "text/plain": [ " alg_label network_delay \\\n", "252687 RandomSampling 0.071828 \n", "252688 RandomSampling 0.076773 \n", "252689 RandomSampling 0.142236 \n", "252690 RandomSampling 0.070380 \n", "252691 RandomSampling 0.068067 \n", "\n", " participant_uid response_time \\\n", "252687 d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT... 4.557 \n", "252688 d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT... 14.824 \n", "252689 d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT... 4.752 \n", "252690 d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT... 3.380 \n", "252691 d43d742e06d25413ea83b2572248c2_EKjDKfTX9LNM2MT... 2.258 \n", "\n", " target target_id \\\n", "252687 You probably wouldn't even be here if you had ... 1490 \n", "252688 I guess I don't need to apologize for my cold ... 2883 \n", "252689 I'm sorry but your tumblers are dry, your pett... 3923 \n", "252690 New and improved provider reimbursement under ... 271 \n", "252691 Try a more balanced diet . . . your acid test ... 3686 \n", "\n", " target_reward timestamp_query_generated label contest \\\n", "252687 1 2016-10-10 17:21:45.573372 unfunny 540 \n", "252688 1 2016-10-10 17:21:50.381564 unfunny 540 \n", "252689 1 2016-10-10 17:22:05.504520 unfunny 540 \n", "252690 1 2016-10-10 17:22:10.584019 unfunny 540 \n", "252691 1 2016-10-10 17:22:14.221277 unfunny 540 \n", "\n", " filename number of captions seen \n", "252687 540-responses.csv 1 \n", "252688 540-responses.csv 2 \n", "252689 540-responses.csv 3 \n", "252690 540-responses.csv 4 \n", "252691 540-responses.csv 5 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "responses['number of captions seen'] = captions_seen\n", "responses.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Viewing the data\n", "Now let's format the data to view it. We can view the data in two ways: as we only have three rating values, we can view the probability of a person rating 1, 2 or 3, and can also view the mean.\n", "\n", "In this, we rely on `pd.pivot_table`. This can take DataFrame that looks like a list of dictionaries and compute `aggfunc` (by default `np.mean`) for all items that contain common keys (indicated by `index` and `columns`). It's similar to Excel's pivot table functionality." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Probability of rating {1, 2, 3}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:28.415936Z", "start_time": "2017-04-08T10:18:25.436539-05:00" } }, "outputs": [ { "data": { "text/html": [ "
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alg_labelRandomSampling
number of captions seen
1{'n': 8076, 'unfunny': 5154, 'somewhat funny':...
2{'n': 7663, 'unfunny': 5319, 'somewhat funny':...
3{'n': 7390, 'unfunny': 5208, 'somewhat funny':...
4{'n': 7142, 'unfunny': 5045, 'somewhat funny':...
5{'n': 6915, 'unfunny': 4968, 'somewhat funny':...
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" ], "text/plain": [ "alg_label RandomSampling\n", "number of captions seen \n", "1 {'n': 8076, 'unfunny': 5154, 'somewhat funny':...\n", "2 {'n': 7663, 'unfunny': 5319, 'somewhat funny':...\n", "3 {'n': 7390, 'unfunny': 5208, 'somewhat funny':...\n", "4 {'n': 7142, 'unfunny': 5045, 'somewhat funny':...\n", "5 {'n': 6915, 'unfunny': 4968, 'somewhat funny':..." ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def prob(x):\n", " n = len(x)\n", " ret = {'n': n}\n", " ret.update({name: np.sum(x == i) for name, i in [('unfunny', 1),\n", " ('somewhat funny', 2),\n", " ('funny', 3)]})\n", " return ret\n", "\n", "probs = responses.pivot_table(index='number of captions seen',\n", " columns='alg_label', values='target_reward',\n", " aggfunc=prob)\n", "probs.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:28.498205Z", "start_time": "2017-04-08T10:18:28.417968-05:00" } }, "outputs": [], "source": [ "d = {label: dict(probs[label]) for label in ['RandomSampling']}\n", "for label in d.keys():\n", " for n in d[label].keys():\n", " if d[label][n] is None:\n", " continue\n", " for rating in ['unfunny', 'somewhat funny', 'funny']:\n", " d[label][n][rating] = d[label][n][rating] / d[label][n]['n']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:28.669141Z", "start_time": "2017-04-08T10:18:28.499881-05:00" } }, "outputs": [ { "data": { "text/html": [ "
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RandomSampling
nunfunnysomewhat funnyfunny
18076.00.6381870.2737740.088039
27663.00.6941150.2358080.070077
37390.00.7047360.2173210.077943
47142.00.7063850.2213670.072249
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" ], "text/plain": [ " RandomSampling \n", " n unfunny somewhat funny funny\n", "1 8076.0 0.638187 0.273774 0.088039\n", "2 7663.0 0.694115 0.235808 0.070077\n", "3 7390.0 0.704736 0.217321 0.077943\n", "4 7142.0 0.706385 0.221367 0.072249\n", "5 6915.0 0.718438 0.201446 0.080116" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(d['RandomSampling']).T\n", "df = pd.concat({'RandomSampling': df}, axis=1)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 371, "width": 685 } }, "output_type": "display_data" } ], "source": [ "plt.style.use(\"default\")\n", "\n", "fig, axs = plt.subplots(figsize=(8, 4), ncols=2)\n", "\n", "alg = \"RandomSampling\"\n", "show = df[alg].copy()\n", "show[\"captions seen\"] = show.index\n", "\n", "for y in [\"funny\", \"somewhat funny\", \"unfunny\"]:\n", " show.plot(x=\"captions seen\", y=y, ax=axs[0])\n", "show.plot(x=\"captions seen\", y=\"n\", ax=axs[1])\n", "\n", "for ax in axs:\n", " ax.set_xlim(0, 100)\n", " ax.grid(linestyle='--', alpha=0.5)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-04-08T15:18:29.304985Z", "start_time": "2017-04-08T10:18:28.671131-05:00" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 859 } }, "output_type": "display_data" } ], "source": [ "plt.style.use(\"default\")\n", "\n", "def plot(alg):\n", " fig = plt.figure(figsize=(10, 5))\n", " ax = plt.subplot(1, 2, 1)\n", " df[alg][['unfunny', 'somewhat funny', 'funny']].plot(ax=ax)\n", " plt.xlim(0, 100)\n", " plt.title('{} ratings\\nfor contest {}'.format(alg, contest))\n", " plt.ylabel('Probability of rating')\n", " plt.xlabel('Number of captions seen')\n", " plt.grid(linestyle=\"--\", alpha=0.6)\n", "\n", " ax = plt.subplot(1, 2, 2)\n", " df[alg]['n'].plot(ax=ax, logy=False)\n", " plt.ylabel('Number of users')\n", " plt.xlabel('Number of captions seen, $n$')\n", " plt.title('Number of users that have\\nseen $n$ captions')\n", " plt.xlim(0, 100)\n", " plt.grid(linestyle=\"--\", alpha=0.6)\n", " \n", "for alg in ['RandomSampling']:\n", " fig = plot(alg)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "nav_menu": {}, "notify_time": "5", "toc": { "navigate_menu": true, "number_sections": false, "sideBar": true, "threshold": "2", "toc_cell": false, "toc_section_display": "block", "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }