Subreddit_Embedding_Temporal.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import findspark\n",
    "findspark.init(\"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7\")\n",
    "from pyspark.sql import SparkSession\n",
    "from pyspark.sql.functions import *\n",
    "from pyspark.sql.functions import date_sub\n",
    "from glob import glob\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import tempfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "spark = SparkSession.builder.getOrCreate()\n",
    "spark.sparkContext.getConf().getAll()\n",
    "TIME_FRAME = \"monthly\"\n",
    "window = {\n",
    "    \"weekly\": 7,\n",
    "    \"biweekly\": 14,\n",
    "    \"monthly\": None,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "root\n",
      " |-- author: string (nullable = false)\n",
      " |-- subreddit: string (nullable = false)\n",
      " |-- created_utc: integer (nullable = true)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Load the Parquet data\n",
    "comments = spark.read.load(\"/comments_2019.parquet\").fillna(\"\")\n",
    "subreddits = spark.read.load(\"dataframes/subreddits.parquet\")\n",
    "comments = comments.join(subreddits, ['subreddit'], 'leftsemi')\n",
    "cols = ['author','subreddit','created_utc']\n",
    "comments = comments.select(*cols)\n",
    "comments.printSchema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1591088075"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comments.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+----------------+--------------------+\n",
      "|          author|           subreddit|\n",
      "+----------------+--------------------+\n",
      "|     jncummins86|(stilltrying,1/3/...|\n",
      "|     andrewmyles|(NintendoSwitch,1...|\n",
      "|           -QBM-|(LofiHipHop,1/3/2...|\n",
      "|    BlazeGiraffe|  (cocaine,1/3/2019)|\n",
      "|         SeeDeez|   (nyjets,1/3/2019)|\n",
      "|   Serious_Sam_2|(RocketLeagueExch...|\n",
      "|       [deleted]|(moist_memes,1/3/...|\n",
      "|       [deleted]|(worldnews,1/3/2019)|\n",
      "|IrishEyesRsmilin|(StevenAveryIsGui...|\n",
      "|  RanietsSharvas|(AnthemTheGame,1/...|\n",
      "|          aeolid|(Sourdough,1/3/2019)|\n",
      "|        jobn2021|(WaltDisneyWorld,...|\n",
      "|  KillUrselfAcne|(8BallPool,1/3/2019)|\n",
      "|       Bankertov|(StreetFighter,1/...|\n",
      "|       HiImDavid|(guineapigs,1/3/2...|\n",
      "|        Nole2424|(apexlegends,1/3/...|\n",
      "|      1000Dragon|(Maplestory,1/3/2...|\n",
      "|     mrfuckhead1|(synthesizers,1/3...|\n",
      "|        phcullen|(Charlotte,1/3/2019)|\n",
      "|   thelucidvegan|   (movies,1/3/2019)|\n",
      "+----------------+--------------------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Add date column\n",
    "# Create a function that returns the desired UDF from a timestamp \n",
    "to_udf = udf(lambda ts: datetime.fromtimestamp(ts).strftime(\"%Y-%m-%d %H:00:00\"))\n",
    "\n",
    "comments = comments.withColumn(\"timestamp\", to_udf(comments[\"created_utc\"]))\n",
    "if TIME_FRAME in [\"weekly\",\"biweekly\"]:\n",
    "    # Add column that aggregates by week \n",
    "    comments = comments.withColumn(\"week\",date_sub(next_day(col(\"timestamp\"),\"sunday\"),window[TIME_FRAME]))\n",
    "    comments = comments.withColumn('subreddit', concat(lit('('),col('subreddit'),lit(','),col('week'),lit(')')))\n",
    "    comments = comments.drop(*[\"created_utc\",\"timestamp\",\"week\"])\n",
    "else:\n",
    "    comments = comments.withColumn('month', date_format(col('timestamp'), '1/M/yyyy'))\n",
    "    comments = comments.withColumn('subreddit', concat(lit('('),col('subreddit'),lit(','),col('month'),lit(')')))\n",
    "    comments = comments.drop(*[\"created_utc\",\"timestamp\",\"month\"])\n",
    "\n",
    "comments.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Word2Vecf Files\n",
    "[Word2vecf](https://github.com/BIU-NLP/word2vecf/blob/master/README.md) requires three inputs\n",
    "* training_data: text file of word-context pairs (space delimited)\n",
    "* word_vocabulary: file mapping subreddits (strings) to their counts\n",
    "* count_vocabulary: file mapping users (contexts -> subreddit commenters) to their counts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training Data\n",
    "\n",
    "We want to avoid having to load the raw data as there are 1 billion+ rows. Working with aggregates from the start makes things much easier. \n",
    "\n",
    "*Since this is the temporal embedding we've already added the week into the subreddit name. Each subreddit/week combo is considered a new word with possible different contexts*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "----------------------------------------\n",
      "Exception happened during processing of request from ('127.0.0.1', 38264)\n",
      "ERROR:root:Exception while sending command.\n",
      "Traceback (most recent call last):\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/lib/py4j-0.10.8.1-src.zip/py4j/java_gateway.py\", line 1188, in send_command\n",
      "    raise Py4JNetworkError(\"Answer from Java side is empty\")\n",
      "py4j.protocol.Py4JNetworkError: Answer from Java side is empty\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/lib/py4j-0.10.8.1-src.zip/py4j/java_gateway.py\", line 1014, in send_command\n",
      "    response = connection.send_command(command)\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/lib/py4j-0.10.8.1-src.zip/py4j/java_gateway.py\", line 1193, in send_command\n",
      "    \"Error while receiving\", e, proto.ERROR_ON_RECEIVE)\n",
      "py4j.protocol.Py4JNetworkError: Error while receiving\n",
      "Traceback (most recent call last):\n",
      "  File \"/h/224/cameron/miniconda3/envs/pyspark_env/lib/python3.7/socketserver.py\", line 316, in _handle_request_noblock\n",
      "    self.process_request(request, client_address)\n",
      "  File \"/h/224/cameron/miniconda3/envs/pyspark_env/lib/python3.7/socketserver.py\", line 347, in process_request\n",
      "    self.finish_request(request, client_address)\n",
      "  File \"/h/224/cameron/miniconda3/envs/pyspark_env/lib/python3.7/socketserver.py\", line 360, in finish_request\n",
      "    self.RequestHandlerClass(request, client_address, self)\n",
      "  File \"/h/224/cameron/miniconda3/envs/pyspark_env/lib/python3.7/socketserver.py\", line 720, in __init__\n",
      "    self.handle()\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/accumulators.py\", line 268, in handle\n",
      "    poll(accum_updates)\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/accumulators.py\", line 241, in poll\n",
      "    if func():\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/accumulators.py\", line 245, in accum_updates\n",
      "    num_updates = read_int(self.rfile)\n",
      "  File \"/h/224/cameron/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/serializers.py\", line 837, in read_int\n",
      "    raise EOFError\n",
      "EOFError\n",
      "----------------------------------------\n"
     ]
    },
    {
     "ename": "Py4JError",
     "evalue": "An error occurred while calling o155.showString",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mPy4JError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-2f2fa50c51e1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mtraining_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcomments\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupBy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"subreddit\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"author\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcount\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtraining_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/sql/dataframe.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(self, n, truncate, vertical)\u001b[0m\n\u001b[1;32m    405\u001b[0m         \"\"\"\n\u001b[1;32m    406\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtruncate\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 407\u001b[0;31m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshowString\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvertical\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    408\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    409\u001b[0m             \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshowString\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtruncate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvertical\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/spark-3.0.0-preview2-bin-hadoop2.7/python/lib/py4j-0.10.8.1-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   1284\u001b[0m         \u001b[0manswer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1285\u001b[0m         return_value = get_return_value(\n\u001b[0;32m-> 1286\u001b[0;31m             answer, self.gateway_client, self.target_id, self.name)\n\u001b[0m\u001b[1;32m   1287\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1288\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtemp_arg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtemp_args\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/spark-3.0.0-preview2-bin-hadoop2.7/python/pyspark/sql/utils.py\u001b[0m in \u001b[0;36mdeco\u001b[0;34m(*a, **kw)\u001b[0m\n\u001b[1;32m     96\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mdeco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     97\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     99\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mpy4j\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPy4JJavaError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    100\u001b[0m             \u001b[0mconverted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconvert_exception\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjava_exception\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/spark-3.0.0-preview2-bin-hadoop2.7/python/lib/py4j-0.10.8.1-src.zip/py4j/protocol.py\u001b[0m in \u001b[0;36mget_return_value\u001b[0;34m(answer, gateway_client, target_id, name)\u001b[0m\n\u001b[1;32m    334\u001b[0m             raise Py4JError(\n\u001b[1;32m    335\u001b[0m                 \u001b[0;34m\"An error occurred while calling {0}{1}{2}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 336\u001b[0;31m                 format(target_id, \".\", name))\n\u001b[0m\u001b[1;32m    337\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    338\u001b[0m         \u001b[0mtype\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0manswer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mPy4JError\u001b[0m: An error occurred while calling o155.showString"
     ]
    }
   ],
   "source": [
    "training_data = comments.groupBy([\"subreddit\",\"author\"]).count().cache()\n",
    "training_data.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "319777858"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_data.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Word Vocabulary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+--------------------+-------+\n",
      "|           subreddit|  count|\n",
      "+--------------------+-------+\n",
      "|(Allergies,1/3/2019)|   2138|\n",
      "|(FortNiteBR,1/3/2...| 652991|\n",
      "|(BuyItForLife,1/3...|  11572|\n",
      "|   (iphone,1/3/2019)|  53763|\n",
      "|(dankmemes,1/3/2019)|1303112|\n",
      "|   (Tgirls,1/3/2019)|   3693|\n",
      "|(DissidiaFFOO,1/3...|  27247|\n",
      "|     (cats,1/3/2019)|  94074|\n",
      "|   (AFROTC,1/3/2019)|   1423|\n",
      "|  (gaybros,1/3/2019)|  28645|\n",
      "|    (Jokes,1/3/2019)| 114812|\n",
      "|   (occult,1/3/2019)|  15956|\n",
      "|   (mexico,1/3/2019)|  52126|\n",
      "|     (bdsm,1/3/2019)|   5622|\n",
      "|(DeepIntoYouTube,...|   7981|\n",
      "|(NFL_Draft,1/3/2019)|  25266|\n",
      "|(wildhearthstone,...|   5615|\n",
      "|(Splatoon_2,1/3/2...|   3915|\n",
      "|(TaylorSwift,1/3/...|  14943|\n",
      "|     (army,1/3/2019)|  52576|\n",
      "+--------------------+-------+\n",
      "only showing top 20 rows\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from pyspark.sql.functions import sum as _sum\n",
    "word_vocabulary = training_data.groupBy(\"subreddit\").agg(_sum('count').alias('count')).cache()\n",
    "word_vocabulary.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "120825"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_vocabulary.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Context Vocabulary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "context_vocabulary = training_data.groupBy(\"author\").agg(_sum('count').alias('count')).cache()\n",
    "context_vocabulary.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "context_vocabulary.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write Vocabularies and Training Data to File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CompletedProcess(args='mkdir -p /h/224/cameron/Political-Subreddit-Embedding/temp/temporal/', returncode=0)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a temp context for the word and context vocabulary files (which get passed to the word2vecf script)\n",
    "import subprocess\n",
    "import sys\n",
    "import os\n",
    "temp_dir = \"/h/224/cameron/Political-Subreddit-Embedding/temp/temporal/\"\n",
    "subprocess.run(\"mkdir -p {}\".format(temp_dir), shell=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create temp files\n",
    "file_data = os.path.join(temp_dir, '{}_data'.format(TIME_FRAME))\n",
    "file_wv = os.path.join(temp_dir, '{}_wv'.format(TIME_FRAME))\n",
    "file_cv = os.path.join(temp_dir, '{}_cv'.format(TIME_FRAME))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing training data to /h/224/cameron/Political-Subreddit-Embedding/temp/temporal/monthly_data...\n"
     ]
    }
   ],
   "source": [
    "print(\"Writing training data to {}...\".format(file_data))\n",
    "training_data.write.csv(file_data,header=False,sep=' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Writing word vocab data to {}...\".format(file_wv))\n",
    "word_vocabulary.write.csv(file_wv,header=False,sep=' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Writing context vocab data to {}...\".format(file_cv))\n",
    "context_vocabulary.write.csv(file_cv,header=False,sep=' ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import coalese_csvs\n",
    "file_data = coalese_csvs(file_data,\"{}.txt\".format(file_data))\n",
    "file_wv = coalese_csvs(file_wv,\"{}.txt\".format(file_wv))\n",
    "file_cv = coalese_csvs(file_cv,\"{}.txt\".format(file_cv))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/h/224/cameron/Political-Subreddit-Embedding/temp/temporal/monthly_data.txt'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./trained_embeddings/temporal/monthly/monthly_vecs_0.0028_15.txt'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Word2vec parameters, using negative sampling\n",
    "# -alpha 0.18 -negative 35 -sample 0.0043 -size 150\n",
    "from utils import generate_embedding, load_embedding\n",
    "embedding_args = {\n",
    "                    \"param1\": \"sample\", \n",
    "                    \"p1\": 0.0028, \n",
    "                    \"param2\": \"negative\", \n",
    "                    \"p2\": 15, \n",
    "                    \"file_data\": file_data , \n",
    "                    \"file_wv\": file_wv, \n",
    "                    \"file_cv\": file_cv,\n",
    "                    \"size\": 150,\n",
    "                    \"alpha\": 0.18\n",
    "                 }\n",
    "embedding_fp = generate_embedding(time_frame=TIME_FRAME,**embedding_args)\n",
    "embedding_fp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                (solotravel,1/3/2019)\n",
       "1                 (AskReddit,1/7/2019)\n",
       "2                 (AskReddit,1/8/2019)\n",
       "3                (AskReddit,1/10/2019)\n",
       "4                 (AskReddit,1/6/2019)\n",
       "                      ...             \n",
       "120820          (ProjectJojo,1/1/2019)\n",
       "120821            (bethlehem,1/8/2019)\n",
       "120822    (WellesleyCollege,1/12/2019)\n",
       "120823        (sanbernardino,1/9/2019)\n",
       "120824            (newlondon,1/3/2019)\n",
       "Name: subreddit, Length: 120825, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subreddits, vectors = load_embedding(embedding_fp)\n",
    "subreddits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parse Out Subreddit from Week Again\n",
    "\n",
    "Since we've already trained all of the seperate emebeddings there isn't a need for them to be in the same column anymore. This will make animating the emebedding over time easier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subreddit</th>\n",
       "      <th>week</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>solotravel</td>\n",
       "      <td>2019-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AskReddit</td>\n",
       "      <td>2019-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AskReddit</td>\n",
       "      <td>2019-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AskReddit</td>\n",
       "      <td>2019-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AskReddit</td>\n",
       "      <td>2019-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120820</th>\n",
       "      <td>ProjectJojo</td>\n",
       "      <td>2019-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120821</th>\n",
       "      <td>bethlehem</td>\n",
       "      <td>2019-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120822</th>\n",
       "      <td>WellesleyCollege</td>\n",
       "      <td>2019-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120823</th>\n",
       "      <td>sanbernardino</td>\n",
       "      <td>2019-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120824</th>\n",
       "      <td>newlondon</td>\n",
       "      <td>2019-03-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>120825 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               subreddit       week\n",
       "0             solotravel 2019-03-01\n",
       "1              AskReddit 2019-07-01\n",
       "2              AskReddit 2019-08-01\n",
       "3              AskReddit 2019-10-01\n",
       "4              AskReddit 2019-06-01\n",
       "...                  ...        ...\n",
       "120820       ProjectJojo 2019-01-01\n",
       "120821         bethlehem 2019-08-01\n",
       "120822  WellesleyCollege 2019-12-01\n",
       "120823     sanbernardino 2019-09-01\n",
       "120824         newlondon 2019-03-01\n",
       "\n",
       "[120825 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from utils import parse_tup\n",
    "\n",
    "sub_df = pd.DataFrame(subreddits.apply(lambda x : parse_tup(x,date_str=\"%d/%m/%Y\")).tolist())\n",
    "sub_df.columns = [\"subreddit\",\"week\"]\n",
    "sub_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize/Animate\n",
    "1. Reduce to 3/2 dimensions\n",
    "2. Add subreddit/week columns to factored dataframe\n",
    "3. Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "import plotly.express as px\n",
    "subprocess.run(\"mkdir -p visualizations/temporal\", shell=True)\n",
    "left_subreddits = [\"JoeBiden\",\"SandersForPresident\",\"BaemyKlobaechar\",\"ElizabethWarren\",\"Pete_Buttigieg\",\"YangForPresidentHQ\"] + [\"politics\",\"progressive\",\n",
    "                        \"demsocialist\",\"SocialDemocracy\",\"centerleftpolitics\",\n",
    "                        \"ConservativeDemocrat\",\"moderatepolitics\",\"ChapoTrapHouse\"]\n",
    "right_subreddits = [\"The_Donald\",\"Conservative\",\"ShitPoliticsSays\",\"progun\",\"Republican\",\"Capitalism\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>week</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>partisan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>70696</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>Capitalism</td>\n",
       "      <td>-0.045857</td>\n",
       "      <td>-0.200889</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69095</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>-0.063375</td>\n",
       "      <td>-0.216374</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73090</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>SocialDemocracy</td>\n",
       "      <td>-0.152127</td>\n",
       "      <td>-0.207993</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73406</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>BaemyKlobaechar</td>\n",
       "      <td>-0.236765</td>\n",
       "      <td>-0.236777</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73410</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>demsocialist</td>\n",
       "      <td>-0.295667</td>\n",
       "      <td>-0.159690</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52727</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>The_Donald</td>\n",
       "      <td>0.042689</td>\n",
       "      <td>0.013734</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52707</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>politics</td>\n",
       "      <td>-0.201025</td>\n",
       "      <td>-0.100149</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52768</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>ChapoTrapHouse</td>\n",
       "      <td>0.021843</td>\n",
       "      <td>-0.130059</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53539</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>progun</td>\n",
       "      <td>0.037301</td>\n",
       "      <td>-0.099798</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56067</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Republican</td>\n",
       "      <td>-0.067809</td>\n",
       "      <td>-0.015535</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            week        subreddit         0         1 partisan\n",
       "70696 2019-01-01       Capitalism -0.045857 -0.200889    right\n",
       "69095 2019-01-01         JoeBiden -0.063375 -0.216374     left\n",
       "73090 2019-01-01  SocialDemocracy -0.152127 -0.207993     left\n",
       "73406 2019-01-01  BaemyKlobaechar -0.236765 -0.236777     left\n",
       "73410 2019-01-01     demsocialist -0.295667 -0.159690     left\n",
       "...          ...              ...       ...       ...      ...\n",
       "52727 2019-12-01       The_Donald  0.042689  0.013734    right\n",
       "52707 2019-12-01         politics -0.201025 -0.100149     left\n",
       "52768 2019-12-01   ChapoTrapHouse  0.021843 -0.130059     left\n",
       "53539 2019-12-01           progun  0.037301 -0.099798    right\n",
       "56067 2019-12-01       Republican -0.067809 -0.015535    right\n",
       "\n",
       "[240 rows x 5 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PCA Dim Reduction -> 2 dimensions\n",
    "pca =  PCA(n_components = 2)\n",
    "two_dim =  pd.DataFrame(pca.fit_transform(vectors))\n",
    "two_dim[[\"subreddit\",\"week\"]] = sub_df\n",
    "idx = pd.MultiIndex.from_product([two_dim['week'].unique(), two_dim['subreddit'].unique()],\n",
    "                                 names=['week', 'subreddit'])\n",
    "\n",
    "# In the case that there isn't a vector for a specific week/subreddit we bacfill the vector from the previous\n",
    "two_dim = two_dim.set_index(['week', 'subreddit']).reindex(idx).reset_index().sort_values('week')\n",
    "two_dim = two_dim[two_dim[\"subreddit\"].isin(left_subreddits) | two_dim[\"subreddit\"].isin(right_subreddits)]\n",
    "two_dim[\"partisan\"] = np.where(two_dim[\"subreddit\"].isin(left_subreddits), 'left', 'right')\n",
    "two_dim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>partisan=right<br>animation_frame=2019-01-01<br>0=%{x}<br>1=%{y}<br>subreddit=%{text}<extra></extra>",
         "hovertext": [
          "Capitalism",
          "ShitPoliticsSays",
          "Conservative",
          "The_Donald",
          "progun",
          "Republican"
         ],
         "ids": [
          "Capitalism",
          "ShitPoliticsSays",
          "Conservative",
          "The_Donald",
          "progun",
          "Republican"
         ],
         "legendgroup": "right",
         "marker": {
          "color": "red",
          "opacity": 0.7,
          "symbol": "circle"
         },
         "mode": "markers+text",
         "name": "right",
         "orientation": "v",
         "showlegend": true,
         "text": [
          "Capitalism",
          "ShitPoliticsSays",
          "Conservative",
          "The_Donald",
          "progun",
          "Republican"
         ],
         "type": "scatter",
         "x": [
          -0.04585725233534766,
          0.03540887750605267,
          -0.11033878074749787,
          0.010730325162046674,
          -0.0371126384846732,
          -0.15455049432472873
         ],
         "xaxis": "x",
         "y": [
          -0.2008886183642226,
          -0.13592078244735648,
          -0.10767129958970058,
          0.0023110108119151515,
          -0.044549995635221856,
          -0.1087425610250676
         ],
         "yaxis": "y"
        },
        {
         "hovertemplate": "<b>%{hovertext}</b><br><br>partisan=left<br>animation_frame=2019-01-01<br>0=%{x}<br>1=%{y}<br>subreddit=%{text}<extra></extra>",
         "hovertext": [
          "JoeBiden",
          "SocialDemocracy",
          "BaemyKlobaechar",
          "demsocialist",
          "ConservativeDemocrat",
          "progressive",
          "ElizabethWarren",
          "moderatepolitics",
          "SandersForPresident",
          "centerleftpolitics",
          "Pete_Buttigieg",
          "YangForPresidentHQ",
          "politics",
          "ChapoTrapHouse"
         ],
         "ids": [
          "JoeBiden",
          "SocialDemocracy",
          "BaemyKlobaechar",
          "demsocialist",
          "ConservativeDemocrat",
          "progressive",
          "ElizabethWarren",
          "moderatepolitics",
          "SandersForPresident",
          "centerleftpolitics",
          "Pete_Buttigieg",
          "YangForPresidentHQ",
          "politics",
          "ChapoTrapHouse"
         ],
         "legendgroup": "left",
         "marker": {
          "color": "blue",
          "opacity": 0.7,
          "symbol": "circle"
         },
         "mode": "markers+text",
         "name": "left",
         "orientation": "v",
         "showlegend": true,
         "text": [
          "JoeBiden",
          "SocialDemocracy",
          "BaemyKlobaechar",
          "demsocialist",
          "ConservativeDemocrat",
          "progressive",
          "ElizabethWarren",
          "moderatepolitics",
          "SandersForPresident",
          "centerleftpolitics",
          "Pete_Buttigieg",
          "YangForPresidentHQ",
          "politics",
          "ChapoTrapHouse"
         ],
         "type": "scatter",
         "x": [
          -0.06337489383710997,
          -0.15212748894709116,
          -0.23676540301387794,
          -0.295667118589856,
          -0.2121181694157491,
          -0.17666967049507606,
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\"BaemyKlobaechar\", \"demsocialist\", \"ConservativeDemocrat\", \"progressive\", \"ElizabethWarren\", \"moderatepolitics\", \"SandersForPresident\", \"centerleftpolitics\", \"Pete_Buttigieg\", \"YangForPresidentHQ\", \"politics\", \"ChapoTrapHouse\"], \"legendgroup\": \"left\", \"marker\": {\"color\": \"blue\", \"opacity\": 0.7, \"symbol\": \"circle\"}, \"mode\": \"markers+text\", \"name\": \"left\", \"orientation\": \"v\", \"showlegend\": true, \"text\": [\"JoeBiden\", \"SocialDemocracy\", \"BaemyKlobaechar\", \"demsocialist\", \"ConservativeDemocrat\", \"progressive\", \"ElizabethWarren\", \"moderatepolitics\", \"SandersForPresident\", \"centerleftpolitics\", \"Pete_Buttigieg\", \"YangForPresidentHQ\", \"politics\", \"ChapoTrapHouse\"], \"x\": [-0.12733515167793816, -0.05317186824319942, -0.28214844901258673, -0.4351331192970314, -0.24172010649756756, -0.1832894047716046, -0.19099190633108049, -0.16092599262476895, -0.1314442215584346, -0.08154314950058161, -0.17088608750081913, -0.09384912090803416, -0.2010252170248198, 0.02184333913143352], \"xaxis\": \"x\", \"y\": [-0.04609037425686547, -0.23123540212389285, -0.16569872232203967, -0.12347288724796716, -0.2559595766496989, -0.056712134383403626, -0.06849577126037291, -0.11747576181741036, -0.1303349310741239, -0.13550930803879713, -0.09013224966922403, -0.11000841094492883, -0.10014850828035347, -0.13005914275027478], \"yaxis\": \"y\", \"type\": \"scatter\"}], \"name\": \"2019-12-01\"}]);\n",
       "                        }).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('6bedf21d-71e1-4359-9a8b-458f9b6009ba');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(max_x, max_y), (min_x, min_y) = two_dim[[0,1]].max(axis=0), two_dim[[0,1]].min(axis=0)\n",
    "args = {\n",
    "    \"x\": 0,\n",
    "    \"y\": 1,\n",
    "    \"hover_name\": \"subreddit\",\n",
    "    \"text\": \"subreddit\",\n",
    "    \"opacity\": 0.7,\n",
    "    \"color\": \"partisan\",\n",
    "    \"animation_frame\": two_dim.week.astype(str),\n",
    "    \"animation_group\": \"subreddit\",\n",
    "    \"range_x\": [min_x-0.3,max_x+0.5],\n",
    "    \"range_y\": [min_y-0.3,min_y+0.5],\n",
    "    \"color_discrete_sequence\": [\"red\",\"blue\"]\n",
    "}\n",
    "fig = px.scatter(two_dim,**args)\n",
    "fig.update_traces(marker=dict(size=12,\n",
    "                              line=dict(width=2,\n",
    "                                        color='DarkSlateGrey')),\n",
    "                  selector=dict(mode='markers'))\n",
    "# fig.write_html(\"visualizations/temporal/{}_2d_scatter.html\".format(TIME_FRAME))\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>week</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>partisan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>70696</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>Capitalism</td>\n",
       "      <td>-0.045643</td>\n",
       "      <td>-0.198764</td>\n",
       "      <td>-0.128093</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69095</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>JoeBiden</td>\n",
       "      <td>-0.064052</td>\n",
       "      <td>-0.216695</td>\n",
       "      <td>-0.173308</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73090</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>SocialDemocracy</td>\n",
       "      <td>-0.151331</td>\n",
       "      <td>-0.206386</td>\n",
       "      <td>-0.036042</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73406</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>BaemyKlobaechar</td>\n",
       "      <td>-0.235423</td>\n",
       "      <td>-0.235291</td>\n",
       "      <td>-0.093744</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73410</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>demsocialist</td>\n",
       "      <td>-0.295550</td>\n",
       "      <td>-0.158953</td>\n",
       "      <td>-0.179253</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52727</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>The_Donald</td>\n",
       "      <td>0.043081</td>\n",
       "      <td>0.014754</td>\n",
       "      <td>-0.138257</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52707</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>politics</td>\n",
       "      <td>-0.200502</td>\n",
       "      <td>-0.100780</td>\n",
       "      <td>-0.179645</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52768</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>ChapoTrapHouse</td>\n",
       "      <td>0.022315</td>\n",
       "      <td>-0.130700</td>\n",
       "      <td>-0.064371</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53539</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>progun</td>\n",
       "      <td>0.037655</td>\n",
       "      <td>-0.098714</td>\n",
       "      <td>-0.345899</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56067</th>\n",
       "      <td>2019-12-01</td>\n",
       "      <td>Republican</td>\n",
       "      <td>-0.067139</td>\n",
       "      <td>-0.013488</td>\n",
       "      <td>-0.186634</td>\n",
       "      <td>right</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 6 columns</p>\n",
       "</div>"
      ],
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       "            week        subreddit         0         1         2 partisan\n",
       "70696 2019-01-01       Capitalism -0.045643 -0.198764 -0.128093    right\n",
       "69095 2019-01-01         JoeBiden -0.064052 -0.216695 -0.173308     left\n",
       "73090 2019-01-01  SocialDemocracy -0.151331 -0.206386 -0.036042     left\n",
       "73406 2019-01-01  BaemyKlobaechar -0.235423 -0.235291 -0.093744     left\n",
       "73410 2019-01-01     demsocialist -0.295550 -0.158953 -0.179253     left\n",
       "...          ...              ...       ...       ...       ...      ...\n",
       "52727 2019-12-01       The_Donald  0.043081  0.014754 -0.138257    right\n",
       "52707 2019-12-01         politics -0.200502 -0.100780 -0.179645     left\n",
       "52768 2019-12-01   ChapoTrapHouse  0.022315 -0.130700 -0.064371     left\n",
       "53539 2019-12-01           progun  0.037655 -0.098714 -0.345899    right\n",
       "56067 2019-12-01       Republican -0.067139 -0.013488 -0.186634    right\n",
       "\n",
       "[240 rows x 6 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# PCA Dim Reduction -> 3 dimensions\n",
    "pca =  PCA(n_components = 3)\n",
    "three_dim =  pd.DataFrame(pca.fit_transform(vectors))\n",
    "three_dim[[\"subreddit\",\"week\"]] = sub_df\n",
    "idx = pd.MultiIndex.from_product([three_dim['week'].unique(), three_dim['subreddit'].unique()],\n",
    "                                 names=['week', 'subreddit'])\n",
    "\n",
    "# In the case that there isn't a vector for a specific week/subreddit we bacfill the vector from the previous\n",
    "three_dim = three_dim.set_index(['week', 'subreddit']).reindex(idx).reset_index().bfill().sort_values('week')\n",
    "three_dim = three_dim[three_dim[\"subreddit\"].isin(left_subreddits) | three_dim[\"subreddit\"].isin(right_subreddits)]\n",
    "three_dim[\"partisan\"] = np.where(three_dim[\"subreddit\"].isin(left_subreddits), 'left', 'right')\n",
    "three_dim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "(max_x, max_y, max_z), (min_x, min_y, min_z) = three_dim[[0,1,2]].max(axis=0), three_dim[[0,1,2]].min(axis=0)\n",
    "args = {\n",
    "    \"x\": 0,\n",
    "    \"y\": 1,\n",
    "    \"z\": 2,\n",
    "    \"hover_name\": \"subreddit\",\n",
    "    \"text\": \"subreddit\",\n",
    "    \"opacity\": 0.7,\n",
    "    \"color\": \"partisan\",\n",
    "    \"animation_frame\": three_dim.week.astype(str),\n",
    "    \"animation_group\": \"subreddit\",\n",
    "    \"color_discrete_sequence\": [\"red\",\"blue\"]\n",
    "}\n",
    "fig = px.scatter_3d(three_dim,**args)\n",
    "fig.update_traces(marker=dict(size=12,\n",
    "                              line=dict(width=2,\n",
    "                                        color='DarkSlateGrey')),\n",
    "                  selector=dict(mode='markers'))\n",
    "fig.write_html(\"visualizations/temporal/{}_3d_scatter.html\".format(TIME_FRAME))\n",
    "fig.show()"
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