{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select Preference Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:04.757824Z",
     "start_time": "2024-05-26T00:11:04.555293Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-22T21:59:26.100810Z",
     "iopub.status.busy": "2024-08-22T21:59:26.100669Z",
     "iopub.status.idle": "2024-08-22T21:59:26.248867Z",
     "shell.execute_reply": "2024-08-22T21:59:26.248424Z",
     "shell.execute_reply.started": "2024-08-22T21:59:26.100796Z"
    }
   },
   "outputs": [],
   "source": [
    "# setup tailscale if you haven't\n",
    "# https://tailscale.com/kb/1031/install-linux\n",
    "!sudo tailscale up --accept-routes=true\n",
    "\n",
    "# setup autoload\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:08.392310Z",
     "start_time": "2024-05-26T00:11:04.759383Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-22T21:59:26.249615Z",
     "iopub.status.busy": "2024-08-22T21:59:26.249475Z",
     "iopub.status.idle": "2024-08-22T21:59:30.121122Z",
     "shell.execute_reply": "2024-08-22T21:59:30.120582Z",
     "shell.execute_reply.started": "2024-08-22T21:59:26.249601Z"
    }
   },
   "outputs": [],
   "source": [
    "# pip install psycopg2-binary\n",
    "# make sure sqlalchemy is >=2\n",
    "import ast\n",
    "from datetime import datetime\n",
    "from collections import defaultdict, Counter\n",
    "import json\n",
    "from urllib.parse import quote\n",
    "\n",
    "import boto3\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sqlalchemy\n",
    "import tqdm\n",
    "from botocore.exceptions import ClientError\n",
    "from preference_helper import get_preferfence_counts\n",
    "from suno_utils.audio import Audio\n",
    "from suno_utils.utils.s3 import open_from_s3\n",
    "from preference_data_selection import (\n",
    "    gather_data,\n",
    "    plot_clip_distribution,\n",
    "    parse_metadata_for_basics,\n",
    "    get_concat_clip_ids,\n",
    "    validate_preference_data,\n",
    "    run_bot_detection,\n",
    "    print_out_value_counts_nicely,\n",
    "    merge_concat_clips_with_reactions,\n",
    "    plot_clip_basic_distributions,\n",
    ")\n",
    "\n",
    "\n",
    "# setup some pandas display stuff\n",
    "pd.set_option(\"display.max_rows\", 500)\n",
    "pd.set_option(\"display.max_columns\", 500)\n",
    "pd.set_option(\"display.width\", 1000)\n",
    "\n",
    "\n",
    "def get_secret():\n",
    "    secret_name = \"rds!cluster-a3b66c33-40a7-47dd-bd6e-32b1c17c9124\"\n",
    "    region_name = \"us-east-2\"\n",
    "    # Create a Secrets Manager client\n",
    "    session = boto3.session.Session()\n",
    "    client = session.client(service_name=\"secretsmanager\", region_name=region_name)\n",
    "    try:\n",
    "        get_secret_value_response = client.get_secret_value(SecretId=secret_name)\n",
    "    except ClientError as e:\n",
    "        raise e\n",
    "    secret = get_secret_value_response[\"SecretString\"]\n",
    "    return json.loads(secret)\n",
    "\n",
    "\n",
    "my_secrets = get_secret()\n",
    "\n",
    "# engine = sqlalchemy.create_engine(\"postgresql://tony:123@localhost/mydatabase\")\n",
    "# alternative...\n",
    "engine = sqlalchemy.create_engine(\n",
    "    \"postgresql://postgres:%s@suno-main-pgdb-prod-analytics.cnfvffydbwvc.us-east-2.rds.amazonaws.com/suno_main\"\n",
    "    % quote(my_secrets[\"password\"])\n",
    ")\n",
    "\n",
    "# !pip install snowflake\n",
    "from snowflake.core import Root\n",
    "from snowflake.snowpark import Session\n",
    "\n",
    "snow_password_path = \"/home/tony/.aws/snow_pw.txt\"\n",
    "with open(snow_password_path, \"r\") as fp:\n",
    "    snow_password = fp.readlines()[0].strip()\n",
    "\n",
    "CONNECTION_PARAMETERS = {\n",
    "    \"account\": \"fu90569.us-east-2.aws\",\n",
    "    \"user\": \"TONY\",\n",
    "    \"password\": snow_password,\n",
    "    \"role\": \"ACCOUNTADMIN\",\n",
    "    \"database\": \"SUNO_PROD\",\n",
    "    \"warehouse\": \"SUNO_PROD_LARGE\",\n",
    "    \"schema\": \"PROD\",\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Validate some info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:08.550447Z",
     "start_time": "2024-05-26T00:11:08.397196Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-22T21:59:30.122504Z",
     "iopub.status.busy": "2024-08-22T21:59:30.122255Z",
     "iopub.status.idle": "2024-08-22T21:59:30.140062Z",
     "shell.execute_reply": "2024-08-22T21:59:30.139626Z",
     "shell.execute_reply.started": "2024-08-22T21:59:30.122489Z"
    }
   },
   "outputs": [],
   "source": [
    "# cutoff_date = \"2024-05-24 05:14:04\" # v3.5 early\n",
    "# cutoff_date = \"2024-05-30 02:03:11\" # v3.5 - 6\n",
    "# cutoff_date = \"2024-06-02 01:55:17\"\n",
    "# cutoff_date = \"2024-06-04 13:21:36\"\n",
    "# cutoff_date = \"2024-06-12 13:00:00\"  # v3.5 extend\n",
    "# cutoff_date = \"2024-06-18 00:00:00\"  # user feedback out\n",
    "# cutoff_date = \"2024-06-24 16:34:00\"  # current time\n",
    "# 2 cutoff_date = \"2024-06-26 03:50:00\"  # s-11 out\n",
    "# cutoff_date = \"2024-06-27 03:50:00\"  # s-8 out\n",
    "# cutoff_date = \"2024-06-27 03:50:00\"  # s-12 out\n",
    "# cutoff_date = \" 2024-06-29 03:00:00\"  # s-13 end\n",
    "# cutoff_date = \"2024-07-01 05:00:00\"  # s-14 out\n",
    "# cutoff_date = \"2024-07-05 03:10:00\"  # s-14 out\n",
    "# cutoff_date = \"2024-07-10 04:10:00\"  # ft-1 out\n",
    "# cutoff_date = \"2024-07-10 14:45:00\"  # no-top-p out\n",
    "# cutoff_date = \"2024-07-10 19:35:00\"  # 2h ft end ~ 4hr difference\n",
    "# cutoff_date = \"2024-07-11 23:35:00\"  # v4 first test\n",
    "# cutoff_date = \"2024-07-13 04:30:00\"  # s-18/19 out\n",
    "# cutoff_date = \"2024-07-14 04:45:00\"  # ft-2 out\n",
    "# cutoff_date = \"2024-07-15 12:45:00\"  # test\n",
    "# cutoff_date = \"2024-07-16 00:00:00\"  # v4 collection out\n",
    "# cutoff_date = \"2024-07-28 00:33:00\"  # v4-t1-5 test\n",
    "# cutoff_date = \"2024-07-30 02:00:00\"  # v4-t1-7 test\n",
    "# cutoff_date = \"2024-07-31 00:30:00\"  # v4-t1-fast-sem test\n",
    "# cutoff_date = \"2024-07-31 00:30:00\"  # v4-t1-fast-sem test\n",
    "# cutoff_date = \"2024-07-31 19:41:00\" # paged attn test -- ab test worked but worker failure is there\n",
    "# cutoff_date = \"2024-08-01 04:00:00\"  # s-20 out\n",
    "# cutoff_date = \"2024-08-02 05:29:00\"  # v4-t1-10 test\n",
    "# cutoff_date = \"2024-08-02 16:00:00\"  # s-21 out\n",
    "# cutoff_date = \"2024-08-03 22:30:00\"  # v4-t1-11 test\n",
    "# cutoff_date = \"2024-08-04 21:30:00\"  # v4-t1-12 test\n",
    "# cutoff_date = \"2024-08-05 23:20:00\"  # v4-t1-12-1 test\n",
    "# cutoff_date = \"2024-08-06 23:20:00\"  # v4-t1-14 test\n",
    "# cutoff_date = \"2024-08-07 04:00:00\"  # v4-t1-15 test\n",
    "# cutoff_date = \"2024-08-07 21:00:00\"  # v4-t1 t1-12 test\n",
    "# cutoff_date = \"2024-08-09 00:00:00\"  # v4-t1 t12-17-18 test\n",
    "# cutoff_date = \"2024-08-09 13:00:00\"  # v4-t1 t12-17-18-sft test\n",
    "# cutoff_date = \"2024-08-09 19:00:00\"  # v4-t1 t19 test\n",
    "cutoff_date = \"2024-08-09 21:00:00\"  # v4-t2 out\n",
    "# cutoff_date = \"2024-08-11 18:00:00\"  # v4-t2-s8-v2 out\n",
    "# cutoff_date = \"2024-08-12 14:00:00\"  # quick test\n",
    "\n",
    "target_model_name = \"chirp-v3p5-engine-t-2\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:11:09.349857Z",
     "start_time": "2024-05-26T00:11:08.551408Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-22T21:59:30.140924Z",
     "iopub.status.busy": "2024-08-22T21:59:30.140651Z",
     "iopub.status.idle": "2024-08-22T21:59:30.401762Z",
     "shell.execute_reply": "2024-08-22T21:59:30.401315Z",
     "shell.execute_reply.started": "2024-08-22T21:59:30.140908Z"
    }
   },
   "outputs": [],
   "source": [
    "df_all_tables = pd.read_sql_query(\n",
    "    \"SELECT table_name FROM information_schema.tables WHERE table_schema = 'public'\",\n",
    "    engine,\n",
    ")\n",
    "# should have all the basic table names here\n",
    "assert df_all_tables[\"table_name\"].nunique() >= 61"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Query the DB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-22T21:59:30.402636Z",
     "iopub.status.busy": "2024-08-22T21:59:30.402367Z",
     "iopub.status.idle": "2024-08-23T02:42:52.448494Z",
     "shell.execute_reply": "2024-08-23T02:42:52.447757Z",
     "shell.execute_reply.started": "2024-08-22T21:59:30.402621Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start gather data from 2024-08-09 21:00:00\n",
      "Bots Action: 57,052,411 rows\n",
      " ---- Execution time: 750.50 seconds\n",
      "Reactions: 58,684,433 rows\n",
      " ---- Execution time: 570.52 seconds\n",
      "Total Clips: 58,981,045 rows\n",
      " ---- Execution time: 15663.92 seconds\n",
      "Playlist Clips: 676,136 rows\n",
      " ---- Execution time: 7.68 seconds\n",
      "Authenticated Users: 372,432 rows\n",
      " ---- Execution time: 0.88 seconds\n",
      "Discord Info: 298,769 rows\n",
      "subscription_status\n",
      "active      283051\n",
      "past_due     15718\n",
      "Name: count, dtype: int64\n",
      " ---- Execution time: 8.53 seconds\n"
     ]
    }
   ],
   "source": [
    "gathered_data = gather_data(engine, cutoff_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:42:52.449544Z",
     "iopub.status.busy": "2024-08-23T02:42:52.449365Z",
     "iopub.status.idle": "2024-08-23T02:42:52.821531Z",
     "shell.execute_reply": "2024-08-23T02:42:52.820973Z",
     "shell.execute_reply.started": "2024-08-23T02:42:52.449527Z"
    }
   },
   "outputs": [],
   "source": [
    "# unpack the information\n",
    "bots_action_df = gathered_data[\"bots_action_df\"]\n",
    "reaction_df = gathered_data[\"reaction_df\"]\n",
    "total_clip_df = gathered_data[\"total_clip_df\"]\n",
    "playlist_clip_df = gathered_data[\"playlist_clip_df\"]\n",
    "auth_user_df = gathered_data[\"auth_user_df\"]\n",
    "discord_info_df = gathered_data[\"discord_info_df\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:42:52.822614Z",
     "iopub.status.busy": "2024-08-23T02:42:52.822458Z",
     "iopub.status.idle": "2024-08-23T02:43:30.858026Z",
     "shell.execute_reply": "2024-08-23T02:43:30.857363Z",
     "shell.execute_reply.started": "2024-08-23T02:42:52.822599Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total clips: 58981045\n",
      "total uploads: 1763812 (547389, 26)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of hours: 314\n",
      "Average clips per hour: 187837.72\n",
      "Max clips in an hour: 254838\n",
      "Min clips in an hour: 64327\n"
     ]
    }
   ],
   "source": [
    "# filter on versions\n",
    "clip_df = total_clip_df.copy()\n",
    "total_clip_counts = clip_df.shape[0]\n",
    "print(f\"total clips: {total_clip_counts}\")\n",
    "# check the number of audio uploads\n",
    "upload_clip_df = total_clip_df[total_clip_df[\"s3_id\"].str.startswith(\"m_\")].copy()\n",
    "print(\"total uploads:\", (total_clip_df[\"model_name\"] == \"\").sum(), upload_clip_df.shape)\n",
    "\n",
    "# Call the function\n",
    "plot_clip_distribution(total_clip_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Proceed with feature engineering and cleaning up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:43:30.859031Z",
     "iopub.status.busy": "2024-08-23T02:43:30.858861Z",
     "iopub.status.idle": "2024-08-23T02:43:32.657129Z",
     "shell.execute_reply": "2024-08-23T02:43:32.656378Z",
     "shell.execute_reply.started": "2024-08-23T02:43:30.859014Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of upvoates: 4,683,494 rows\n",
      "number of flagged reports: 91,616 rows\n"
     ]
    }
   ],
   "source": [
    "upvoted_df = reaction_df[reaction_df[\"reaction_type\"] == \"L\"].copy()\n",
    "print(f\"number of upvoates: {upvoted_df.shape[0]:,} rows\")\n",
    "upvoted_ids = upvoted_df[\"clip_id\"]\n",
    "\n",
    "flagged_df = reaction_df[reaction_df[\"flagged\"]].copy()\n",
    "print(f\"number of flagged reports: {flagged_df.shape[0]:,} rows\")\n",
    "flagged_ids = flagged_df[\"clip_id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:43:32.659687Z",
     "iopub.status.busy": "2024-08-23T02:43:32.659209Z",
     "iopub.status.idle": "2024-08-23T02:43:35.205512Z",
     "shell.execute_reply": "2024-08-23T02:43:35.204801Z",
     "shell.execute_reply.started": "2024-08-23T02:43:32.659666Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pro reactions fraction by category:\n",
      "False: 39239123 (66.86%)\n",
      "True: 19445310 (33.14%)\n",
      "Pro creation fraction by user:\n",
      "False: 34102444 (57.82%)\n",
      "True: 24878601 (42.18%)\n"
     ]
    }
   ],
   "source": [
    "# this is probably the right way to figure out the pro user group\n",
    "pro_users = set(discord_info_df[\"user_id\"].unique())\n",
    "reaction_df[\"is_pro_user\"] = reaction_df[\"user_id\"].isin(pro_users)\n",
    "clip_df[\"is_pro_user\"] = clip_df[\"user_id\"].isin(pro_users)\n",
    "\n",
    "# this is very interesting....\n",
    "# reaction check\n",
    "print(\"Pro reactions fraction by category:\")\n",
    "print_out_value_counts_nicely(reaction_df, \"is_pro_user\")\n",
    "# clip check\n",
    "print(\"Pro creation fraction by user:\")\n",
    "print_out_value_counts_nicely(clip_df, \"is_pro_user\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:12.019778Z",
     "start_time": "2024-05-26T00:22:57.637371Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:43:35.206834Z",
     "iopub.status.busy": "2024-08-23T02:43:35.206368Z",
     "iopub.status.idle": "2024-08-23T02:44:15.582420Z",
     "shell.execute_reply": "2024-08-23T02:44:15.581691Z",
     "shell.execute_reply.started": "2024-08-23T02:43:35.206813Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clips in a splaylist:\n",
      "False: 58543646 (99.26%)\n",
      "True: 437399 (0.74%)\n"
     ]
    }
   ],
   "source": [
    "# add clip is in playlist feature\n",
    "clip_df[\"is_in_playlist\"] = clip_df[\"id\"].isin(playlist_clip_df[\"clip_id\"].unique())\n",
    "print(\"Clips in a splaylist:\")\n",
    "print_out_value_counts_nicely(clip_df, \"is_in_playlist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:17.912428Z",
     "start_time": "2024-05-26T00:23:12.021726Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:44:15.583482Z",
     "iopub.status.busy": "2024-08-23T02:44:15.583305Z",
     "iopub.status.idle": "2024-08-23T02:45:55.817709Z",
     "shell.execute_reply": "2024-08-23T02:45:55.816934Z",
     "shell.execute_reply.started": "2024-08-23T02:44:15.583464Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clips that have children: 6168417 \n",
      "clips that are parents: 1044712 \n",
      " Average continues from clip =  5.9\n",
      "web: 57745090 (98.83%)\n",
      "ios: 683700 (1.17%)\n"
     ]
    }
   ],
   "source": [
    "# parse the metadata for histories and types\n",
    "clip_df[[\"continued_parent\", \"duration\", \"source\"]] = pd.DataFrame(\n",
    "    clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(), index=clip_df.index\n",
    ")\n",
    "clip_history_df = clip_df[~clip_df[\"continued_parent\"].isna()].copy()\n",
    "# these are the direct parent's ids -- not grandparents\n",
    "has_continued_children_ids = clip_history_df[\"continued_parent\"]\n",
    "print(\n",
    "    \"clips that have children:\",\n",
    "    len(has_continued_children_ids),\n",
    "    \"\\nclips that are parents:\",\n",
    "    has_continued_children_ids.nunique(),\n",
    "    \"\\n\",\n",
    "    \"Average continues from clip = \",\n",
    "    round(\n",
    "        len(has_continued_children_ids) / len(has_continued_children_ids.unique()), 2\n",
    "    ),\n",
    ")\n",
    "# Get value counts\n",
    "print_out_value_counts_nicely(clip_df, \"source\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.092835Z",
     "start_time": "2024-05-26T00:23:17.914456Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:45:55.818772Z",
     "iopub.status.busy": "2024-08-23T02:45:55.818591Z",
     "iopub.status.idle": "2024-08-23T02:46:38.051565Z",
     "shell.execute_reply": "2024-08-23T02:46:38.050811Z",
     "shell.execute_reply.started": "2024-08-23T02:45:55.818755Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total uploads: 1763812\n",
      "Clips without request id (concat, uploads...) frac = 0.03658\n"
     ]
    }
   ],
   "source": [
    "print(\"total uploads:\", (clip_df[\"model_name\"] == \"\").sum())\n",
    "# the nans are concats, we want to drop them for now\n",
    "concated_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\n",
    "# need to kick them out...\n",
    "clip_df = clip_df[~clip_df[\"request_id\"].isna()]\n",
    "print(\n",
    "    f\"Clips without request id (concat, uploads...) frac = {concated_clips.shape[0] / total_clip_counts:.5f}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.833148Z",
     "start_time": "2024-05-26T00:23:22.094796Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:46:38.052641Z",
     "iopub.status.busy": "2024-08-23T02:46:38.052457Z",
     "iopub.status.idle": "2024-08-23T02:46:43.914362Z",
     "shell.execute_reply": "2024-08-23T02:46:43.913756Z",
     "shell.execute_reply.started": "2024-08-23T02:46:38.052623Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 42383476 (74.59%)\n",
      "chirp-v3p5-engine-t-2: 4596641 (8.09%)\n",
      "chirp-v3p5-engine-upload-4: 2784216 (4.90%)\n",
      "chirp-v3-engine-i: 1550022 (2.73%)\n",
      "chirp-v3p5-engine-b: 1510489 (2.66%)\n",
      "chirp-v3p5-engine-s-24: 1113718 (1.96%)\n",
      "chirp-v3p5-engine-s-23: 733581 (1.29%)\n",
      "chirp-v3p5-engine-s-8-min_p: 311800 (0.55%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-5: 241832 (0.43%)\n",
      "chirp-v2-xxl-alpha: 234518 (0.41%)\n",
      "chirp-v3-5: 210722 (0.37%)\n",
      "chirp-v2-engine-msft-60s: 158690 (0.28%)\n",
      "chirp-v3p5-engine-s-8-codec-exp: 153973 (0.27%)\n",
      "chirp-v3p5-engine-t-2-3: 102125 (0.18%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-2: 95373 (0.17%)\n",
      "chirp-v3p5-engine-t-2-2: 81824 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-3: 80384 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-4: 70836 (0.12%)\n",
      "chirp-v3p5-engine-s-22: 57429 (0.10%)\n",
      "chirp-v3p5-engine-ft-1: 55426 (0.10%)\n",
      "chirp-v3p5-engine-t-2-10: 38227 (0.07%)\n",
      "chirp-v3p5-engine-t-2-7: 36749 (0.06%)\n",
      "chirp-v3p5-engine-t-2-rr: 35104 (0.06%)\n",
      "chirp-v3p5-engine-t-2-3-c: 32676 (0.06%)\n",
      "chirp-v3p5-engine-t-2-1: 32100 (0.06%)\n",
      "chirp-v3p5-engine-t-2-s8-v5-s: 30054 (0.05%)\n",
      "chirp-v3p5-engine-t-1-19: 27578 (0.05%)\n",
      "chirp-v3p5-engine-t-2-s8-v5: 24588 (0.04%)\n",
      "chirp-v3p5-engine-t-2-s8-v2: 18572 (0.03%)\n",
      "chirp-v3p5-engine-t-2-r: 14217 (0.03%)\n",
      "chirp-v3-0: 6610 (0.01%)\n",
      "chirp-v3-5-upload: 53 (0.00%)\n",
      "chirp-v3-5|chirp-v3-0: 5 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "# check the model conts\n",
    "print_out_value_counts_nicely(clip_df, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:26.317699Z",
     "start_time": "2024-05-26T00:23:22.835074Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:46:43.915316Z",
     "iopub.status.busy": "2024-08-23T02:46:43.915146Z",
     "iopub.status.idle": "2024-08-23T02:47:24.211144Z",
     "shell.execute_reply": "2024-08-23T02:47:24.210420Z",
     "shell.execute_reply.started": "2024-08-23T02:46:43.915299Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre-filter model type clip_df shape: (56823608, 31)\n",
      "post-filter model type clip_df shape: (56606276, 31)\n",
      "chirp-v3p5-engine-s-8: 42383476 (74.87%)\n",
      "chirp-v3p5-engine-t-2: 4596641 (8.12%)\n",
      "chirp-v3p5-engine-upload-4: 2784216 (4.92%)\n",
      "chirp-v3-engine-i: 1550022 (2.74%)\n",
      "chirp-v3p5-engine-b: 1510489 (2.67%)\n",
      "chirp-v3p5-engine-s-24: 1113718 (1.97%)\n",
      "chirp-v3p5-engine-s-23: 733581 (1.30%)\n",
      "chirp-v3p5-engine-s-8-min_p: 311800 (0.55%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-5: 241832 (0.43%)\n",
      "chirp-v2-xxl-alpha: 234518 (0.41%)\n",
      "chirp-v2-engine-msft-60s: 158690 (0.28%)\n",
      "chirp-v3p5-engine-s-8-codec-exp: 153973 (0.27%)\n",
      "chirp-v3p5-engine-t-2-3: 102125 (0.18%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-2: 95373 (0.17%)\n",
      "chirp-v3p5-engine-t-2-2: 81824 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-3: 80384 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-4: 70836 (0.13%)\n",
      "chirp-v3p5-engine-s-22: 57429 (0.10%)\n",
      "chirp-v3p5-engine-ft-1: 55426 (0.10%)\n",
      "chirp-v3p5-engine-t-2-10: 38227 (0.07%)\n",
      "chirp-v3p5-engine-t-2-7: 36749 (0.06%)\n",
      "chirp-v3p5-engine-t-2-rr: 35104 (0.06%)\n",
      "chirp-v3p5-engine-t-2-3-c: 32676 (0.06%)\n",
      "chirp-v3p5-engine-t-2-1: 32100 (0.06%)\n",
      "chirp-v3p5-engine-t-2-s8-v5-s: 30054 (0.05%)\n",
      "chirp-v3p5-engine-t-1-19: 27578 (0.05%)\n",
      "chirp-v3p5-engine-t-2-s8-v5: 24588 (0.04%)\n",
      "chirp-v3p5-engine-t-2-s8-v2: 18572 (0.03%)\n",
      "chirp-v3p5-engine-t-2-r: 14217 (0.03%)\n",
      "chirp-v3-5-upload: 53 (0.00%)\n",
      "chirp-v3-5|chirp-v3-0: 5 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print(\"pre-filter model type clip_df shape:\", clip_df.shape)\n",
    "clip_df = clip_df[\n",
    "   (clip_df[\"model_name\"] != \"chirp-v3-5\")\n",
    "    & (clip_df[\"model_name\"] != \"chirp-v3-0\")\n",
    "]\n",
    "print(\"post-filter model type clip_df shape:\", clip_df.shape)\n",
    "print_out_value_counts_nicely(clip_df, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:47:24.212327Z",
     "iopub.status.busy": "2024-08-23T02:47:24.212032Z",
     "iopub.status.idle": "2024-08-23T02:48:27.578614Z",
     "shell.execute_reply": "2024-08-23T02:48:27.577852Z",
     "shell.execute_reply.started": "2024-08-23T02:47:24.212310Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "concat reactions: 1989757 unique concat clips: 685898\n",
      "total concats (2157437, 34)\n",
      "check \n",
      "        reaction_play_count  reaction_upvote_count  reaction_dislike_count\n",
      "count        685898.000000          685898.000000           685898.000000\n",
      "mean              5.692976               0.160932                0.016451\n",
      "std             266.142461               2.917690                0.192960\n",
      "min               1.000000               0.000000                0.000000\n",
      "25%               1.000000               0.000000                0.000000\n",
      "50%               1.000000               0.000000                0.000000\n",
      "75%               3.000000               0.000000                0.000000\n",
      "max           97064.000000             934.000000               50.000000\n",
      "All concats 2157437\n",
      "total concats with plays 685898\n"
     ]
    }
   ],
   "source": [
    "concated_clips = merge_concat_clips_with_reactions(concated_clips, reaction_df)\n",
    "# TODO: why so many clips are concats without plays??? -- oh probably they concat multiple times?\n",
    "print(\"All concats\", concated_clips.shape[0])\n",
    "concated_clips = concated_clips[concated_clips[\"reaction_play_count\"] > 0]\n",
    "print(\"total concats with plays\", concated_clips.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:38.974479Z",
     "start_time": "2024-05-26T00:23:34.385507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:48:27.579728Z",
     "iopub.status.busy": "2024-08-23T02:48:27.579543Z",
     "iopub.status.idle": "2024-08-23T02:48:55.714835Z",
     "shell.execute_reply": "2024-08-23T02:48:55.714094Z",
     "shell.execute_reply.started": "2024-08-23T02:48:27.579705Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "317953it [00:13, 26535.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'tags': 'mid-tempo cinematic orchestral grandiose r&b', 'type': 'concat', 'prompt': \"[Verse]\\nIn the night we shine bright\\nLike stars we take flight\\nRun run run till morning light\\nChasing dreams out of sight\\n\\n[Verse 2]\\nThrough the storm we will stride\\nIn the shadows we won't hide\\nRun run run through the tide\\nTogether side by side\\n\\n[Chorus]\\nRun run run feel the beat\\nHeart pounding in the heat\\nRun run run never retreat\\nVictory tastes so sweet\\n\\n[Bridge]\\nMountains tall oceans wide\\nRun run run let our spirits glide\\nThrough the fire we'll confide\\nRun run run hearts open wide\\n\\n[Verse 3]\\nIn the dark we find the way\\nRun run run till the break of day\\nHope burns bright never sway\\nRun run run come what may\\n\\n[Chorus]\\nRun run run feel the beat\\nHeart pounding in the heat\\nRun run run never retreat\\nVictory tastes so sweet\\n\\n[Verse]\\nIn the night we shine bright\\nLike stars we take flight\\nRun run run till morning light\\nChasing dreams out of sight\\nDa Di da, La la la\\n\\n[Guitar solo]\\n\\n[Verse 2]\\nThrough the storm we will stride\\nIn the shadows we won't hide\\nRun run run through the tide\\nTogether side by side\\n\\n[Guitar solo]\\n[Guitar solo]\\n\\n[Chorus]\\nRun run run feel the beat\\nHeart pounding in the heat\\nRun run run never retreat\\nVictory tastes so sweet\\n\\n[Guitar solo]\\n[Guitar solo]\\n\\n[Bridge]\\nMountains tall oceans wide\\nRun run run let our spirits glide\\nThrough the fire we'll confide\\nRun run run hearts open wide\\n\\n[Verse 3]\\nIn the dark we find the way\\nRun run run till the break of day\\nHope burns bright never sway\\nRun run run come what may\\n\\n[Chorus]\\nRun run run feel the beat\\nHeart pounding in the heat\\nRun run run never retreat\\nVictory tastes so sweet\", 'has_vocal': None, 'image_s3_id': 'image_55c480f3-e4f2-4067-85d2-a0547a45fe8f', 'concat_history': [{'id': '74c00fa4-4fe8-4e4a-92e7-94ab3b3d77dd', 'type': 'gen', 'infill': False, 'source': 'web', 'continue_at': 110.0}, {'id': '55c480f3-e4f2-4067-85d2-a0547a45fe8f', 'continue_at': None}], 'is_audio_upload_tos_accepted': None} chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "370339it [00:15, 26290.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'tags': 'metal, nu metal, rock, chiptune, 85 bpm, frenchcore', 'type': 'concat', 'prompt': ' (85 bpm)\\n\\n(Am)Вернулась шарманка, (Dm) о чем-то вздыхая  \\n (E7)Вернулась шарманка, (Am) ночами рыдая\\n (Am)Страдает шарманка, (A7) (Dm) стирая улыбки \\n (B7)Рыдает шарманка, (E7) с душой первой скрипки\\n\\n\\n (Am)   (Dm) Влекут ли мечты небывалые,\\n (E7)   (Am) Цветут ли цветы запоздалые\\n (Dm)   (Am) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка\\n\\n (Am)   (Dm) Влекут ли мечты небывалые,\\n (E7)   (Am) Цветут ли цветы запоздалые\\n (Dm)   (C) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка\\n\\n (Dm)   (Am) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка\\n\\n (Am) Все так же шарманка, (Dm) о чем-то жалеет\\n (E7) Все так же шарманка, (Am) грустит не старея\\n (Am) Страдает шарманка, (A7) (Dm) стирая улыбки\\n (B7) Рыдает шарманка, (E7) с душой первой скрипки\\n\\n (Am)   (Dm) Влекут ли мечты небывалые,\\n (E7)   (Am) Цветут ли цветы запоздалые\\n (Dm)   (Am) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка\\n\\n (Am)   (Dm) Влекут ли мечты небывалые,\\n (E7)   (Am) Цветут ли цветы запоздалые\\n (Dm)   (C) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка\\n\\n (Dm)   (Am) Всё так же рыдает шарманка,\\n (E7)   (Am) В Париже она чужестранка', 'has_vocal': None, 'image_s3_id': 'image_0ae2d223-3255-4582-ab2a-db1796dd67c1', 'concat_history': [{'id': '935ecfe6-cea7-474e-be1e-b2d7375789b1', 'type': 'gen', 'infill': False, 'source': 'web', 'continue_at': 72.0}, {'id': '0ae2d223-3255-4582-ab2a-db1796dd67c1', 'continue_at': None}], 'is_audio_upload_tos_accepted': None} chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "685898it [00:27, 25065.76it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total concat unique clips are: 545472 with error: 0, duplicate 67537 \n",
      " uploads are in concats 42544 frac 0.078\n"
     ]
    }
   ],
   "source": [
    "concat_clips_ids = get_concat_clip_ids(concated_clips, clip_df, upload_clip_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:40.236690Z",
     "start_time": "2024-05-26T00:23:39.995713Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:48:55.715954Z",
     "iopub.status.busy": "2024-08-23T02:48:55.715761Z",
     "iopub.status.idle": "2024-08-23T02:48:59.646541Z",
     "shell.execute_reply": "2024-08-23T02:48:59.645820Z",
     "shell.execute_reply.started": "2024-08-23T02:48:55.715936Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    5.660628e+07\n",
      "mean     1.115563e+03\n",
      "std      9.178128e+03\n",
      "min      1.000000e+00\n",
      "25%      1.800000e+01\n",
      "50%      6.000000e+01\n",
      "75%      3.460000e+02\n",
      "max      1.586900e+05\n",
      "Name: user_n_clips, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# set user number of clips generated\n",
    "clip_df[\"user_n_clips\"] = clip_df[\"user_id\"].map(clip_df[\"user_id\"].value_counts())\n",
    "print(clip_df[\"user_n_clips\"].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:44.826860Z",
     "start_time": "2024-05-26T00:23:40.238330Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:48:59.647589Z",
     "iopub.status.busy": "2024-08-23T02:48:59.647410Z",
     "iopub.status.idle": "2024-08-23T02:49:58.487030Z",
     "shell.execute_reply": "2024-08-23T02:49:58.486298Z",
     "shell.execute_reply.started": "2024-08-23T02:48:59.647571Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has upvoted upvoted\n",
      "False    53925467\n",
      "True      2680809\n",
      "Name: count, dtype: int64 upvoted\n",
      "False    0.952641\n",
      "True     0.047359\n",
      "Name: proportion, dtype: float64 upvote_count\n",
      "False    0.952049\n",
      "True     0.047951\n",
      "Name: proportion, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# add upvoted column\n",
    "clip_df[\"upvoted\"] = clip_df[\"id\"].isin(upvoted_ids)\n",
    "print(\n",
    "    \"has upvoted\",\n",
    "    clip_df[\"upvoted\"].value_counts(),\n",
    "    clip_df[\"upvoted\"].value_counts(normalize=True),\n",
    "    (clip_df[\"upvote_count\"] >= 1).value_counts(normalize=True),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:48.404433Z",
     "start_time": "2024-05-26T00:23:44.857788Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:49:58.488120Z",
     "iopub.status.busy": "2024-08-23T02:49:58.487939Z",
     "iopub.status.idle": "2024-08-23T02:50:54.326251Z",
     "shell.execute_reply": "2024-08-23T02:50:54.325522Z",
     "shell.execute_reply.started": "2024-08-23T02:49:58.488102Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downvoted fraction by category:\n",
      "False: 54614859 (96.48%)\n",
      "True: 1991417 (3.52%)\n"
     ]
    }
   ],
   "source": [
    "disliked_ids = reaction_df[reaction_df[\"reaction_type\"] == \"D\"][\"clip_id\"].unique()\n",
    "\n",
    "clip_df[\"downvoted\"] = clip_df[\"id\"].isin(disliked_ids)\n",
    "print(\"downvoted fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"downvoted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:56.590022Z",
     "start_time": "2024-05-26T00:23:48.405668Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:50:54.327681Z",
     "iopub.status.busy": "2024-08-23T02:50:54.327136Z",
     "iopub.status.idle": "2024-08-23T02:52:02.801773Z",
     "shell.execute_reply": "2024-08-23T02:52:02.801034Z",
     "shell.execute_reply.started": "2024-08-23T02:50:54.327661Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_continued fraction by category:\n",
      "False: 56114748 (99.13%)\n",
      "True: 491528 (0.87%)\n"
     ]
    }
   ],
   "source": [
    "# add continued column -- uuid and str are not compatible X.x\n",
    "clip_df[\"has_continued\"] = (\n",
    "    clip_df[\"id\"].astype(str).isin(set(list(has_continued_children_ids)))\n",
    ")\n",
    "print(\"has_continued fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_continued\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:04.704306Z",
     "start_time": "2024-05-26T00:23:56.591353Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:52:02.802898Z",
     "iopub.status.busy": "2024-08-23T02:52:02.802706Z",
     "iopub.status.idle": "2024-08-23T02:53:06.744531Z",
     "shell.execute_reply": "2024-08-23T02:53:06.743772Z",
     "shell.execute_reply.started": "2024-08-23T02:52:02.802880Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "part_of_concat fraction by category:\n",
      "False: 56181518 (99.25%)\n",
      "True: 424758 (0.75%)\n",
      "\n",
      "Model distribution for part_of_concat clips:\n",
      "chirp-v3p5-engine-s-8: 65.59%\n",
      "chirp-v3p5-engine-upload-4: 13.32%\n",
      "chirp-v3p5-engine-t-2: 9.91%\n",
      "chirp-v3-engine-i: 5.46%\n",
      "chirp-v3p5-engine-s-24: 1.56%\n",
      "chirp-v3p5-engine-s-23: 1.12%\n",
      "chirp-v3p5-engine-s-8-min_p: 0.48%\n",
      "chirp-v3p5-engine-s-8-codec-exp-5: 0.41%\n",
      "chirp-v2-xxl-alpha: 0.28%\n",
      "chirp-v3p5-engine-t-2-3: 0.25%\n",
      "chirp-v3p5-engine-s-8-codec-exp: 0.23%\n",
      "chirp-v3p5-engine-t-2-2: 0.16%\n",
      "chirp-v3p5-engine-s-8-codec-exp-2: 0.16%\n",
      "chirp-v3p5-engine-s-8-codec-exp-3: 0.11%\n",
      "chirp-v3p5-engine-s-8-codec-exp-4: 0.11%\n",
      "chirp-v3p5-engine-s-22: 0.10%\n",
      "chirp-v3p5-engine-t-2-7: 0.09%\n",
      "chirp-v3p5-engine-t-2-3-c: 0.08%\n",
      "chirp-v3p5-engine-ft-1: 0.08%\n",
      "chirp-v3p5-engine-t-2-rr: 0.07%\n",
      "chirp-v3p5-engine-t-2-s8-v5-s: 0.07%\n",
      "chirp-v3p5-engine-t-2-1: 0.07%\n",
      "chirp-v3p5-engine-t-2-10: 0.06%\n",
      "chirp-v3p5-engine-t-1-19: 0.06%\n",
      "chirp-v3p5-engine-t-2-s8-v5: 0.05%\n",
      "chirp-v3p5-engine-b: 0.04%\n",
      "chirp-v3p5-engine-t-2-s8-v2: 0.03%\n",
      "chirp-v3p5-engine-t-2-r: 0.03%\n"
     ]
    }
   ],
   "source": [
    "# add concat column\n",
    "clip_df[\"part_of_concat\"] = clip_df[\"id\"].astype(str).isin(concat_clips_ids)\n",
    "print(\"part_of_concat fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"part_of_concat\")\n",
    "\n",
    "print(\"\\nModel distribution for part_of_concat clips:\")\n",
    "for model, fraction in (\n",
    "    clip_df[clip_df[\"part_of_concat\"]][\"model_name\"]\n",
    "    .value_counts(normalize=True)\n",
    "    .items()\n",
    "):\n",
    "    print(f\"{model}: {fraction:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:09.954233Z",
     "start_time": "2024-05-26T00:24:04.705554Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:53:06.745623Z",
     "iopub.status.busy": "2024-08-23T02:53:06.745439Z",
     "iopub.status.idle": "2024-08-23T02:53:47.435257Z",
     "shell.execute_reply": "2024-08-23T02:53:47.434520Z",
     "shell.execute_reply.started": "2024-08-23T02:53:06.745605Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_action fraction by category:\n",
      "False: 56184477 (99.25%)\n",
      "True: 421799 (0.75%)\n"
     ]
    }
   ],
   "source": [
    "# verify bots action are all non-empty\n",
    "action_mask = (\n",
    "    bots_action_df[\"download_audio_count\"]\n",
    "    + bots_action_df[\"download_video_count\"]\n",
    "    + bots_action_df[\"download_audio_wav_count\"]\n",
    "    # + bots_action_df[\"share_count\"] # will remove share cause it can be negative, just can be...\n",
    ") >= 1\n",
    "has_action_ids = set(i for i in bots_action_df[action_mask][\"clip_id\"].unique())\n",
    "clip_df[\"has_action\"] = clip_df[\"id\"].isin(has_action_ids)\n",
    "print(\"has_action fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_action\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:14.579841Z",
     "start_time": "2024-05-26T00:24:09.955568Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:53:47.436322Z",
     "iopub.status.busy": "2024-08-23T02:53:47.436139Z",
     "iopub.status.idle": "2024-08-23T02:54:26.436787Z",
     "shell.execute_reply": "2024-08-23T02:54:26.436052Z",
     "shell.execute_reply.started": "2024-08-23T02:53:47.436305Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flagged fraction by category:\n",
      "False: 56528464 (99.86%)\n",
      "True: 77812 (0.14%)\n"
     ]
    }
   ],
   "source": [
    "# add downvoted column\n",
    "clip_df[\"flagged\"] = clip_df[\"id\"].isin(flagged_ids)\n",
    "print(\"flagged fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"flagged\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:54:26.437853Z",
     "iopub.status.busy": "2024-08-23T02:54:26.437676Z",
     "iopub.status.idle": "2024-08-23T02:54:27.052319Z",
     "shell.execute_reply": "2024-08-23T02:54:27.051637Z",
     "shell.execute_reply.started": "2024-08-23T02:54:26.437835Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deleted fraction by category:\n",
      "False: 47531835 (83.97%)\n",
      "True: 9074441 (16.03%)\n"
     ]
    }
   ],
   "source": [
    "clip_df[\"deleted\"] = clip_df[\"is_deleted\"]\n",
    "print(\"deleted fraction by category:\")\n",
    "print_out_value_counts_nicely(clip_df, \"deleted\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:15.382315Z",
     "start_time": "2024-05-26T00:24:14.581073Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:54:27.053359Z",
     "iopub.status.busy": "2024-08-23T02:54:27.053180Z",
     "iopub.status.idle": "2024-08-23T02:54:33.319976Z",
     "shell.execute_reply": "2024-08-23T02:54:33.319296Z",
     "shell.execute_reply.started": "2024-08-23T02:54:27.053341Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total clips: 56,606,276\n",
      "Must be positive: 3,497,509 (6.18%)\n",
      "Definitely not negative: 45,661,517 (80.67%)\n",
      "Must be negative: 10,944,759 (19.33%)\n"
     ]
    }
   ],
   "source": [
    "# This is probably the most important cell of this notebook -- what are good labels, and not having good label makes it a bad label\n",
    "must_be_positive_mask = (\n",
    "    (clip_df[\"upvoted\"])\n",
    "    | (clip_df[\"has_action\"])\n",
    "    | (clip_df[\"part_of_concat\"])\n",
    "    | (clip_df[\"is_in_playlist\"])\n",
    ")\n",
    "must_be_not_negative_mask = (\n",
    "    (~clip_df[\"downvoted\"]) & (~clip_df[\"deleted\"]) & (~clip_df[\"flagged\"])\n",
    ")\n",
    "must_be_negative_mask = (\n",
    "    (clip_df[\"downvoted\"]) | (clip_df[\"flagged\"]) | (clip_df[\"deleted\"])\n",
    ")\n",
    "total_clips_count = clip_df.shape[0]\n",
    "must_be_positive_count = sum(must_be_positive_mask)\n",
    "definitely_not_negative_count = sum(must_be_not_negative_mask)\n",
    "must_be_negative_count = sum(must_be_negative_mask)\n",
    "\n",
    "print(\n",
    "    f\"Total clips: {total_clips_count:,}\\n\"\n",
    "    f\"Must be positive: {must_be_positive_count:,} ({must_be_positive_count/total_clips_count:.2%})\\n\"\n",
    "    f\"Definitely not negative: {definitely_not_negative_count:,} ({definitely_not_negative_count/total_clips_count:.2%})\\n\"\n",
    "    f\"Must be negative: {must_be_negative_count:,} ({must_be_negative_count/total_clips_count:.2%})\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.095990Z",
     "start_time": "2024-05-26T00:24:15.383572Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T02:54:33.321012Z",
     "iopub.status.busy": "2024-08-23T02:54:33.320830Z",
     "iopub.status.idle": "2024-08-23T02:58:16.557616Z",
     "shell.execute_reply": "2024-08-23T02:58:16.556850Z",
     "shell.execute_reply.started": "2024-08-23T02:54:33.320993Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Liked requests: 2,659,645\n",
      "Not liked requests: 27,969,704\n",
      "Requests with preference paired generations: 2,068,381\n",
      "Percentage of total unique requests: 7.24%\n"
     ]
    }
   ],
   "source": [
    "mask = must_be_positive_mask & must_be_not_negative_mask\n",
    "total_unique_requests = clip_df[\"request_id\"].nunique()\n",
    "liked_requests = clip_df[mask][\"request_id\"].unique()  # requests with at least 1 like\n",
    "unliked_requests = clip_df[~mask][\"request_id\"].unique()  # requests without like\n",
    "has_liked_requests = set(liked_requests).intersection(\n",
    "    set(unliked_requests)\n",
    ")  # the request must have 1 like and one without like\n",
    "print(f\"Liked requests: {len(liked_requests):,}\")\n",
    "print(f\"Not liked requests: {len(unliked_requests):,}\")\n",
    "print(f\"Requests with preference paired generations: {len(has_liked_requests):,}\")\n",
    "print(\n",
    "    f\"Percentage of total unique requests: {len(has_liked_requests) / total_unique_requests:.2%}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T02:58:16.561700Z",
     "iopub.status.busy": "2024-08-23T02:58:16.561343Z",
     "iopub.status.idle": "2024-08-23T03:00:17.653589Z",
     "shell.execute_reply": "2024-08-23T03:00:17.652824Z",
     "shell.execute_reply.started": "2024-08-23T02:58:16.561681Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Disliked requests: 6,362,204\n",
      "Not disliked requests: 23,884,626\n",
      "Requests with preference paired generations: 1,685,862\n",
      "Percentage of total unique requests: 5.90%\n"
     ]
    }
   ],
   "source": [
    "# introduce a negative preference count\n",
    "has_disliked_half_requests = clip_df[must_be_negative_mask][\n",
    "    \"request_id\"\n",
    "].unique()  # requests with at least 1 dislike\n",
    "not_have_disliked_requests = clip_df[~must_be_negative_mask][\n",
    "    \"request_id\"\n",
    "].unique()  # request without dislike\n",
    "has_disliked_requests = set(has_disliked_half_requests).intersection(\n",
    "    set(not_have_disliked_requests)\n",
    ")  # the request must have 1 dislike and one without dislike\n",
    "print(f\"Disliked requests: {len(has_disliked_half_requests):,}\")\n",
    "print(f\"Not disliked requests: {len(not_have_disliked_requests):,}\")\n",
    "print(f\"Requests with preference paired generations: {len(has_disliked_requests):,}\")\n",
    "print(\n",
    "    f\"Percentage of total unique requests: {len(has_disliked_requests) / total_unique_requests:.2%}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.099372Z",
     "start_time": "2024-05-26T00:24:31.097244Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:00:17.654704Z",
     "iopub.status.busy": "2024-08-23T03:00:17.654514Z",
     "iopub.status.idle": "2024-08-23T03:00:18.523180Z",
     "shell.execute_reply": "2024-08-23T03:00:18.522456Z",
     "shell.execute_reply.started": "2024-08-23T03:00:17.654686Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total selected pairs of requests: 3,249,721\n",
      "Percentage of total unique requests: 11.38%\n"
     ]
    }
   ],
   "source": [
    "requests = has_liked_requests.union(has_disliked_requests)\n",
    "print(f\"Total selected pairs of requests: {len(requests):,}\")\n",
    "print(\n",
    "    f\"Percentage of total unique requests: {len(requests) / total_unique_requests:.2%}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.239254Z",
     "start_time": "2024-05-26T00:24:31.100389Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:00:18.524249Z",
     "iopub.status.busy": "2024-08-23T03:00:18.524062Z",
     "iopub.status.idle": "2024-08-23T03:00:19.087026Z",
     "shell.execute_reply": "2024-08-23T03:00:19.086421Z",
     "shell.execute_reply.started": "2024-08-23T03:00:18.524232Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference in preference counts:\n",
      "0: 42,437,293 (74.97%)\n",
      "-1: 10,944,759 (19.33%)\n",
      "1: 3,224,224 (5.70%)\n"
     ]
    }
   ],
   "source": [
    "# this used to be a terrible bug...X.x\n",
    "assert mask.shape[0] == clip_df.shape[0]\n",
    "clip_df[\"pos_preference\"] = mask\n",
    "clip_df[\"neg_preference\"] = must_be_negative_mask\n",
    "# note that this is along the same row, so a positive clip can't be negative\n",
    "clip_df[\"diff_preference\"] = clip_df[\"pos_preference\"].astype(int) - clip_df[\n",
    "    \"neg_preference\"\n",
    "].astype(int)\n",
    "print(\"Difference in preference counts:\")\n",
    "value_counts = clip_df[\"diff_preference\"].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"{value}: {count:,} ({fraction:.2%})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:37.322031Z",
     "start_time": "2024-05-26T00:24:31.240829Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:00:19.087953Z",
     "iopub.status.busy": "2024-08-23T03:00:19.087791Z",
     "iopub.status.idle": "2024-08-23T03:01:07.006243Z",
     "shell.execute_reply": "2024-08-23T03:01:07.005485Z",
     "shell.execute_reply.started": "2024-08-23T03:00:19.087937Z"
    }
   },
   "outputs": [],
   "source": [
    "# creation of interesting_clips\n",
    "interesting_clips = clip_df[clip_df[\"request_id\"].isin(requests)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:01:07.007375Z",
     "iopub.status.busy": "2024-08-23T03:01:07.007189Z",
     "iopub.status.idle": "2024-08-23T03:01:54.137728Z",
     "shell.execute_reply": "2024-08-23T03:01:54.137086Z",
     "shell.execute_reply.started": "2024-08-23T03:01:07.007357Z"
    }
   },
   "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>request_id</th>\n",
       "      <th>pos_preference</th>\n",
       "      <th>neg_preference</th>\n",
       "      <th>diff_preference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000002b9-a99b-4b8e-982b-9849844f759d</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002b9-a99b-4b8e-982b-9849844f759d</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
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       "      <th>2</th>\n",
       "      <td>0000075c-2ed4-4b1f-a300-d2e35f8f3e52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0000075c-2ed4-4b1f-a300-d2e35f8f3e52</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00000da5-3c1f-4b89-9f76-6bb85f5a2b4a</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>00000da5-3c1f-4b89-9f76-6bb85f5a2b4a</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             request_id  pos_preference  neg_preference  diff_preference\n",
       "0  000002b9-a99b-4b8e-982b-9849844f759d           False           False                0\n",
       "1  000002b9-a99b-4b8e-982b-9849844f759d            True           False                1\n",
       "2  0000075c-2ed4-4b1f-a300-d2e35f8f3e52           False           False                0\n",
       "3  0000075c-2ed4-4b1f-a300-d2e35f8f3e52            True           False                1\n",
       "4  00000da5-3c1f-4b89-9f76-6bb85f5a2b4a           False            True               -1\n",
       "5  00000da5-3c1f-4b89-9f76-6bb85f5a2b4a           False           False                0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interesting_clips = interesting_clips.sort_values(\n",
    "    by=[\"request_id\", \"diff_preference\"]\n",
    ").reset_index()\n",
    "interesting_clips[\n",
    "    [\"request_id\", \"pos_preference\", \"neg_preference\", \"diff_preference\"]\n",
    "].head(n=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:01:54.138728Z",
     "iopub.status.busy": "2024-08-23T03:01:54.138560Z",
     "iopub.status.idle": "2024-08-23T03:01:54.915422Z",
     "shell.execute_reply": "2024-08-23T03:01:54.914744Z",
     "shell.execute_reply.started": "2024-08-23T03:01:54.138712Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference 0: 2,745,199 (42.24%)\n",
      "Difference 1: 2,068,381 (31.82%)\n",
      "Difference -1: 1,685,862 (25.94%)\n"
     ]
    }
   ],
   "source": [
    "# this is a mix now\n",
    "value_counts = interesting_clips[\"diff_preference\"].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"Difference {value}: {count:,} ({fraction:.2%})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:01:54.916446Z",
     "iopub.status.busy": "2024-08-23T03:01:54.916271Z",
     "iopub.status.idle": "2024-08-23T03:01:55.008454Z",
     "shell.execute_reply": "2024-08-23T03:01:55.007720Z",
     "shell.execute_reply.started": "2024-08-23T03:01:54.916429Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value 1.0: 2,745,199 (84.47%)\n",
      "Value 2.0: 504,522 (15.53%)\n"
     ]
    }
   ],
   "source": [
    "diff_series = interesting_clips[\"diff_preference\"].diff()\n",
    "value_counts = diff_series[1::2].value_counts()\n",
    "total = value_counts.sum()\n",
    "for value, count in value_counts.items():\n",
    "    fraction = count / total\n",
    "    print(f\"Value {value}: {count:,} ({fraction:.2%})\")\n",
    "# 1 is pos, not neg pair or nothing, neg; 2 is pos / neg (hence the larger difference)\n",
    "# there are only two values for this positive pair\n",
    "assert diff_series[1::2].nunique() == 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:38.960130Z",
     "start_time": "2024-05-26T00:24:37.323369Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:01:55.009435Z",
     "iopub.status.busy": "2024-08-23T03:01:55.009265Z",
     "iopub.status.idle": "2024-08-23T03:03:07.706729Z",
     "shell.execute_reply": "2024-08-23T03:03:07.705955Z",
     "shell.execute_reply.started": "2024-08-23T03:01:55.009418Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request_ids: 3,249,721\n",
      "Number of unique ids: 6,499,442\n",
      "Validation passed!\n"
     ]
    }
   ],
   "source": [
    "# assign the labels now\n",
    "interesting_clips[\"preference\"] = interesting_clips.index % 2 == 1\n",
    "# get df of requests -- let's move on!\n",
    "print(f\"Number of unique request_ids: {interesting_clips['request_id'].nunique():,}\")\n",
    "print(f\"Number of unique ids: {interesting_clips['id'].nunique():,}\")\n",
    "validate_preference_data(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.332222Z",
     "start_time": "2024-05-26T00:24:43.166461Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:03:07.707813Z",
     "iopub.status.busy": "2024-08-23T03:03:07.707625Z",
     "iopub.status.idle": "2024-08-23T03:03:08.066329Z",
     "shell.execute_reply": "2024-08-23T03:03:08.065827Z",
     "shell.execute_reply.started": "2024-08-23T03:03:07.707795Z"
    }
   },
   "outputs": [],
   "source": [
    "# # listen to some pairs\n",
    "# test_requests = interesting_clips[\"request_id\"].sample(10)\n",
    "\n",
    "# for i in range(1):\n",
    "#     rows = interesting_clips[interesting_clips[\"request_id\"] == test_requests.iloc[i]]\n",
    "#     assert rows.shape[0] == 2\n",
    "#     # Audio.from_s3(f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\").play()\n",
    "#     # sort by likes\n",
    "#     rows = rows.sort_values(\"upvoted\", ascending=True)\n",
    "#     print(rows.iloc[0][\"prompt_text\"])\n",
    "#     print(rows.iloc[0][\"metadata\"])\n",
    "#     for _, row in rows.iterrows():\n",
    "#         print(row[\"id\"], row[\"preference\"], row[\"upvoted\"])\n",
    "#         Audio.from_s3(\n",
    "#             f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.mp3\"\n",
    "#         ).play()\n",
    "#         with open_from_s3(\n",
    "#             f\"s3://suno-data-uploads/studio/uploads/{row['s3_id']}.npz\", as_binary=True\n",
    "#         ) as f:\n",
    "#             # read numpy array\n",
    "#             npz_a = np.load(f)\n",
    "#             if \"v1_raw\" in npz_a:\n",
    "#                 a = np.load(f)[\"v1_raw\"]\n",
    "#             elif \"v3.0_raw\" in npz_a:\n",
    "#                 a = np.load(f)[\"v3.0_raw\"]\n",
    "#             else:\n",
    "#                 print(\"npz_a\", npz_a)\n",
    "#                 raise ValueError\n",
    "#             print(a.shape)\n",
    "#     print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Further cuts and selections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:03:08.067210Z",
     "iopub.status.busy": "2024-08-23T03:03:08.067047Z",
     "iopub.status.idle": "2024-08-23T03:07:17.668479Z",
     "shell.execute_reply": "2024-08-23T03:07:17.667871Z",
     "shell.execute_reply.started": "2024-08-23T03:03:08.067195Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of interesting clips: 6,499,442\n",
      "Unique request and clip counts in interesting_clips:\n",
      "Request IDs:    3,249,721\n",
      "Clip IDs:       6,499,442\n"
     ]
    }
   ],
   "source": [
    "# need the reaction play counts\n",
    "# Filter reaction_df for relevant clip_ids\n",
    "partial_reaction_df = reaction_df[\n",
    "    reaction_df[\"clip_id\"].isin(set(interesting_clips[\"id\"]))\n",
    "].copy()\n",
    "\n",
    "# Calculate total play counts\n",
    "total_play_counts = (\n",
    "    partial_reaction_df.groupby(\"clip_id\")[\"play_count\"].sum().reset_index()\n",
    ")\n",
    "total_play_counts = total_play_counts.rename(\n",
    "    columns={\"clip_id\": \"id\", \"play_count\": \"reaction_play_count\"}\n",
    ")\n",
    "\n",
    "# Calculate pro user play counts\n",
    "pro_play_counts = (\n",
    "    partial_reaction_df[partial_reaction_df[\"is_pro_user\"]]\n",
    "    .groupby(\"clip_id\")[\"play_count\"]\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ")\n",
    "pro_play_counts = pro_play_counts.rename(\n",
    "    columns={\"clip_id\": \"id\", \"play_count\": \"reaction_pro_play_count\"}\n",
    ")\n",
    "\n",
    "# Merge with user_intersting_clips\n",
    "interesting_clips = interesting_clips.merge(total_play_counts, on=\"id\", how=\"left\")\n",
    "interesting_clips = interesting_clips.merge(pro_play_counts, on=\"id\", how=\"left\")\n",
    "\n",
    "print(f\"Number of interesting clips: {len(interesting_clips):,}\")\n",
    "# Get unique counts for request_id and id\n",
    "unique_request_ids = interesting_clips[\"request_id\"].nunique()\n",
    "unique_clip_ids = interesting_clips[\"id\"].nunique()\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Unique request and clip counts in interesting_clips:\")\n",
    "print(f\"{'Request IDs:':<15} {unique_request_ids:,}\")\n",
    "print(f\"{'Clip IDs:':<15} {unique_clip_ids:,}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.737067Z",
     "start_time": "2024-05-26T00:24:43.563216Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:07:17.669386Z",
     "iopub.status.busy": "2024-08-23T03:07:17.669220Z",
     "iopub.status.idle": "2024-08-23T03:07:18.270038Z",
     "shell.execute_reply": "2024-08-23T03:07:18.269464Z",
     "shell.execute_reply.started": "2024-08-23T03:07:17.669369Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preference counts and fractions by batch index:\n",
      "--------------------------------------------------\n",
      "Batch Index: 0\n",
      "  Preference False: Count: 1,633,926 Fraction: 50.28%\n",
      "  Preference True: Count: 1,615,795 Fraction: 49.72%\n",
      "\n",
      "Batch Index: 1\n",
      "  Preference False: Count: 1,615,795 Fraction: 49.72%\n",
      "  Preference True: Count: 1,633,926 Fraction: 50.28%\n",
      "\n"
     ]
    }
   ],
   "source": [
    "preference_counts = interesting_clips.groupby(\"batch_index\")[\n",
    "    \"preference\"\n",
    "].value_counts()\n",
    "total_counts = preference_counts.groupby(level=0).sum()\n",
    "\n",
    "print(\"Preference counts and fractions by batch index:\")\n",
    "print(\"-\" * 50)\n",
    "for batch_index in [0, 1]:\n",
    "    print(f\"Batch Index: {batch_index}\")\n",
    "    for preference in [False, True]:\n",
    "        count = preference_counts[batch_index, preference]\n",
    "        fraction = count / total_counts[batch_index]\n",
    "        print(f\"  Preference {preference}: Count: {count:,} Fraction: {fraction:.2%}\")\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.304573Z",
     "start_time": "2024-05-26T00:24:43.973218Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:07:18.271176Z",
     "iopub.status.busy": "2024-08-23T03:07:18.270746Z",
     "iopub.status.idle": "2024-08-23T03:07:20.332640Z",
     "shell.execute_reply": "2024-08-23T03:07:20.332116Z",
     "shell.execute_reply.started": "2024-08-23T03:07:18.271159Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 4988912 (76.76%)\n",
      "chirp-v3p5-engine-t-2: 535112 (8.23%)\n",
      "chirp-v3p5-engine-upload-4: 395560 (6.09%)\n",
      "chirp-v3p5-engine-s-24: 143371 (2.21%)\n",
      "chirp-v3-engine-i: 132578 (2.04%)\n",
      "chirp-v3p5-engine-s-23: 96076 (1.48%)\n",
      "chirp-v3p5-engine-s-8-min_p: 37527 (0.58%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-5: 28977 (0.45%)\n",
      "chirp-v3p5-engine-s-8-codec-exp: 18511 (0.28%)\n",
      "chirp-v2-xxl-alpha: 17044 (0.26%)\n",
      "chirp-v3p5-engine-t-2-3: 12959 (0.20%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-2: 12040 (0.19%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-3: 9672 (0.15%)\n",
      "chirp-v3p5-engine-t-2-2: 9176 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-4: 8643 (0.13%)\n",
      "chirp-v3p5-engine-s-22: 7507 (0.12%)\n",
      "chirp-v3p5-engine-t-2-7: 5612 (0.09%)\n",
      "chirp-v3p5-engine-ft-1: 5416 (0.08%)\n",
      "chirp-v3p5-engine-t-2-10: 5041 (0.08%)\n",
      "chirp-v3p5-engine-t-2-3-c: 4919 (0.08%)\n",
      "chirp-v3p5-engine-t-2-rr: 4791 (0.07%)\n",
      "chirp-v3p5-engine-t-2-s8-v5-s: 4274 (0.07%)\n",
      "chirp-v3p5-engine-t-2-1: 3662 (0.06%)\n",
      "chirp-v3p5-engine-t-1-19: 3236 (0.05%)\n",
      "chirp-v3p5-engine-t-2-s8-v5: 2849 (0.04%)\n",
      "chirp-v3p5-engine-t-2-s8-v2: 2142 (0.03%)\n",
      "chirp-v3p5-engine-t-2-r: 1981 (0.03%)\n",
      "chirp-v3p5-engine-b: 1850 (0.03%)\n",
      "chirp-v3-5-upload: 4 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(interesting_clips, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.533983Z",
     "start_time": "2024-05-26T00:24:44.305722Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:07:20.333486Z",
     "iopub.status.busy": "2024-08-23T03:07:20.333330Z",
     "iopub.status.idle": "2024-08-23T03:07:20.631676Z",
     "shell.execute_reply": "2024-08-23T03:07:20.631159Z",
     "shell.execute_reply.started": "2024-08-23T03:07:20.333472Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time Validation:\n",
      "--------------------\n",
      "Interesting Clips:\n",
      "  Earliest: 2024-08-09 21:00:00.482022+00:00\n",
      "  Latest:   2024-08-22 22:19:36.526923+00:00\n",
      "\n",
      "All Clips:\n",
      "  Earliest: 2024-08-09 21:00:00.075368+00:00\n",
      "  Latest:   2024-08-22 22:21:12.113986+00:00\n"
     ]
    }
   ],
   "source": [
    "print(\"Time Validation:\")\n",
    "print(\"-\" * 20)\n",
    "print(\"Interesting Clips:\")\n",
    "print(f\"  Earliest: {interesting_clips['created_at'].min()}\")\n",
    "print(f\"  Latest:   {interesting_clips['created_at'].max()}\")\n",
    "print(\"\\nAll Clips:\")\n",
    "print(f\"  Earliest: {clip_df['created_at'].min()}\")\n",
    "print(f\"  Latest:   {clip_df['created_at'].max()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:50.674838Z",
     "start_time": "2024-05-26T00:24:46.366677Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:07:20.632491Z",
     "iopub.status.busy": "2024-08-23T03:07:20.632341Z",
     "iopub.status.idle": "2024-08-23T03:08:03.939703Z",
     "shell.execute_reply": "2024-08-23T03:08:03.939091Z",
     "shell.execute_reply.started": "2024-08-23T03:07:20.632476Z"
    }
   },
   "outputs": [],
   "source": [
    "# make sure we sort here before proceed\n",
    "interesting_clips = interesting_clips.sort_values(by=[\"request_id\", \"preference\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:51.600621Z",
     "start_time": "2024-05-26T00:24:50.676186Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:08:03.940591Z",
     "iopub.status.busy": "2024-08-23T03:08:03.940429Z",
     "iopub.status.idle": "2024-08-23T03:12:09.206955Z",
     "shell.execute_reply": "2024-08-23T03:12:09.206400Z",
     "shell.execute_reply.started": "2024-08-23T03:08:03.940575Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ratio of preferred clips to total clips for each model:\n",
      "------------------------------------------------------------\n",
      "chirp-v2-engine-msft-60s       nan% ± nan%\n",
      "chirp-v2-xxl-alpha             3.63% ± 0.04%\n",
      "chirp-v3-5-upload              3.77% ± 2.62%\n",
      "chirp-v3-5|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              4.28% ± 0.02%\n",
      "chirp-v3p5-engine-b            0.06% ± 0.00%\n",
      "chirp-v3p5-engine-ft-1         4.89% ± 0.09%\n",
      "chirp-v3p5-engine-s-22         6.68% ± 0.10%\n",
      "chirp-v3p5-engine-s-23         6.86% ± 0.03%\n",
      "chirp-v3p5-engine-s-24         6.62% ± 0.02%\n",
      "chirp-v3p5-engine-s-8          5.88% ± 0.00%\n",
      "chirp-v3p5-engine-s-8-codec-exp 5.77% ± 0.06%\n",
      "chirp-v3p5-engine-s-8-codec-exp-2 6.16% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-codec-exp-3 5.85% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-codec-exp-4 6.07% ± 0.09%\n",
      "chirp-v3p5-engine-s-8-codec-exp-5 5.98% ± 0.05%\n",
      "chirp-v3p5-engine-s-8-min_p    5.87% ± 0.04%\n",
      "chirp-v3p5-engine-t-1-19       5.94% ± 0.14%\n",
      "chirp-v3p5-engine-t-2          5.82% ± 0.01%\n",
      "chirp-v3p5-engine-t-2-1        5.81% ± 0.13%\n",
      "chirp-v3p5-engine-t-2-10       5.58% ± 0.12%\n",
      "chirp-v3p5-engine-t-2-2        5.82% ± 0.08%\n",
      "chirp-v3p5-engine-t-2-3        5.74% ± 0.07%\n",
      "chirp-v3p5-engine-t-2-3-c      7.04% ± 0.14%\n",
      "chirp-v3p5-engine-t-2-7        6.48% ± 0.13%\n",
      "chirp-v3p5-engine-t-2-r        5.34% ± 0.19%\n",
      "chirp-v3p5-engine-t-2-rr       5.38% ± 0.12%\n",
      "chirp-v3p5-engine-t-2-s8-v2    5.71% ± 0.17%\n",
      "chirp-v3p5-engine-t-2-s8-v5    5.60% ± 0.15%\n",
      "chirp-v3p5-engine-t-2-s8-v5-s  5.92% ± 0.14%\n",
      "chirp-v3p5-engine-upload-4     7.10% ± 0.02%\n"
     ]
    }
   ],
   "source": [
    "# Calculate the ratio of preferred clips to total clips for each model\n",
    "preference_ratio = (\n",
    "    interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n",
    "    / clip_df[\"model_name\"].value_counts()\n",
    ")\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Ratio of preferred clips to total clips for each model:\")\n",
    "print(\"-\" * 60)\n",
    "for model, ratio in preference_ratio.items():\n",
    "    n = clip_df[\"model_name\"].value_counts()[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:56.302599Z",
     "start_time": "2024-05-26T00:24:51.601863Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:12:09.207847Z",
     "iopub.status.busy": "2024-08-23T03:12:09.207683Z",
     "iopub.status.idle": "2024-08-23T03:13:00.646350Z",
     "shell.execute_reply": "2024-08-23T03:13:00.645765Z",
     "shell.execute_reply.started": "2024-08-23T03:12:09.207830Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v2-xxl-alpha_win_over_chirp-v2-xxl-alpha, win ratio 1.000, counts 8522\n",
      "chirp-v3-5-upload_win_over_chirp-v3p5-engine-upload-4, win ratio 0.500, counts 2\n",
      "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, counts 66289\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 925\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 2708\n",
      "chirp-v3p5-engine-s-22_win_over_chirp-v3p5-engine-s-8, win ratio 0.511, counts 3839\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-23, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-8, win ratio 0.524, counts 50345\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 22\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.514, counts 73732\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.488, counts 5873\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.486, counts 4697\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 4298\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.499, counts 14455\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8-codec-exp_win_over_chirp-v3p5-engine-s-8, win ratio 0.480, counts 8890\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8, win ratio 0.487, counts 18278\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 1.000, counts 12\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-22, win ratio 0.489, counts 3668\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-23, win ratio 0.476, counts 45723\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.486, counts 69594\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2296424\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp, win ratio 0.520, counts 9621\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 0.512, counts 6155\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 0.514, counts 4967\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 0.502, counts 4341\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 0.501, counts 14510\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 0.513, counts 19225\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2, win ratio 0.714, counts 10\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10, win ratio 0.577, counts 2909\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.595, counts 4296\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3-c, win ratio 0.533, counts 2620\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-7, win ratio 0.576, counts 3230\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-r, win ratio 0.617, counts 1222\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-rr, win ratio 0.606, counts 2901\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-s8-v5-s, win ratio 0.584, counts 2495\n",
      "chirp-v3p5-engine-t-1-19_win_over_chirp-v3p5-engine-t-2, win ratio 0.506, counts 1637\n",
      "chirp-v3p5-engine-t-2-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.423, counts 2132\n",
      "chirp-v3p5-engine-t-2-1_win_over_chirp-v3p5-engine-t-2, win ratio 0.509, counts 1865\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2, win ratio 0.519, counts 4760\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-3-c_win_over_chirp-v3p5-engine-s-8, win ratio 0.467, counts 2299\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.405, counts 2928\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2, win ratio 0.511, counts 2929\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2-3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.424, counts 2378\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-t-2-7, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-2-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.383, counts 759\n",
      "chirp-v3p5-engine-t-2-rr_win_over_chirp-v3p5-engine-s-8, win ratio 0.394, counts 1890\n",
      "chirp-v3p5-engine-t-2-s8-v2_win_over_chirp-v3p5-engine-t-2, win ratio 0.495, counts 1061\n",
      "chirp-v3p5-engine-t-2-s8-v5-s_win_over_chirp-v3p5-engine-s-8, win ratio 0.416, counts 1779\n",
      "chirp-v3p5-engine-t-2-s8-v5_win_over_chirp-v3p5-engine-t-2, win ratio 0.483, counts 1377\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.286, counts 4\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-1-19, win ratio 0.494, counts 1599\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 254151\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-1, win ratio 0.491, counts 1797\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 0.481, counts 4413\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.489, counts 2804\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v2, win ratio 0.505, counts 1081\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v5, win ratio 0.517, counts 1472\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3-5-upload, win ratio 0.500, counts 2\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 197778\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preferfence_counts(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:57.443236Z",
     "start_time": "2024-05-26T00:24:56.306473Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:13:00.647292Z",
     "iopub.status.busy": "2024-08-23T03:13:00.647129Z",
     "iopub.status.idle": "2024-08-23T03:13:02.364723Z",
     "shell.execute_reply": "2024-08-23T03:13:02.364235Z",
     "shell.execute_reply.started": "2024-08-23T03:13:00.647276Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tony/anaconda3/envs/suno_env/lib/python3.10/site-packages/matplotlib/axes/_axes.py:7001: RuntimeWarning: Converting input from bool to <class 'numpy.uint8'> for compatibility.\n",
      "  m, bins = np.histogram(x[i], bins, weights=w[i], **hist_kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_clip_basic_distributions(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:58.153310Z",
     "start_time": "2024-05-26T00:24:57.858363Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:13:02.365793Z",
     "iopub.status.busy": "2024-08-23T03:13:02.365434Z",
     "iopub.status.idle": "2024-08-23T03:13:02.385556Z",
     "shell.execute_reply": "2024-08-23T03:13:02.385103Z",
     "shell.execute_reply.started": "2024-08-23T03:13:02.365776Z"
    }
   },
   "outputs": [],
   "source": [
    "# FUCK THIS FOR NOW\n",
    "# MAX_PREFERENCE_PER_USER = 400\n",
    "# grouped_interesting_clips = interesting_clips.groupby([\"user_id\"])\n",
    "# user_top_df = (\n",
    "#     interesting_clips.sort_values(\n",
    "#         [\"preference\", \"upvote_count\", \"part_of_concat\", \"is_in_playlist\"], ascending=False\n",
    "#     )\n",
    "#     .groupby(\"user_id\")\n",
    "#     .head(MAX_PREFERENCE_PER_USER)\n",
    "# )\n",
    "# print(user_top_df.shape, interesting_clips.shape)\n",
    "\n",
    "# user_top_requests = user_top_df[\"request_id\"].unique()\n",
    "# user_intersting_clips = interesting_clips[\n",
    "#     interesting_clips[\"request_id\"].isin(user_top_requests)\n",
    "# ].copy()\n",
    "# print(user_intersting_clips.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:58.890520Z",
     "start_time": "2024-05-26T00:24:58.154350Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:13:02.386453Z",
     "iopub.status.busy": "2024-08-23T03:13:02.386181Z",
     "iopub.status.idle": "2024-08-23T03:18:17.053850Z",
     "shell.execute_reply": "2024-08-23T03:18:17.053270Z",
     "shell.execute_reply.started": "2024-08-23T03:13:02.386437Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clips in interesting_clips:\n",
      "6,499,442\n",
      "Number of clips in user_interesting_clips:\n",
      "6,025,962\n",
      "Ratio of preferred clips to total clips for each model:\n",
      "------------------------------------------------------------\n",
      "chirp-v2-engine-msft-60s       nan% ± nan%\n",
      "chirp-v2-xxl-alpha             nan% ± nan%\n",
      "chirp-v3-5-upload              nan% ± nan%\n",
      "chirp-v3-5|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              nan% ± nan%\n",
      "chirp-v3p5-engine-b            0.04% ± 0.00%\n",
      "chirp-v3p5-engine-ft-1         4.61% ± 0.09%\n",
      "chirp-v3p5-engine-s-22         6.36% ± 0.10%\n",
      "chirp-v3p5-engine-s-23         6.51% ± 0.03%\n",
      "chirp-v3p5-engine-s-24         6.28% ± 0.02%\n",
      "chirp-v3p5-engine-s-8          5.57% ± 0.00%\n",
      "chirp-v3p5-engine-s-8-codec-exp 5.50% ± 0.06%\n",
      "chirp-v3p5-engine-s-8-codec-exp-2 5.82% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-codec-exp-3 5.50% ± 0.08%\n",
      "chirp-v3p5-engine-s-8-codec-exp-4 5.74% ± 0.09%\n",
      "chirp-v3p5-engine-s-8-codec-exp-5 5.67% ± 0.05%\n",
      "chirp-v3p5-engine-s-8-min_p    5.54% ± 0.04%\n",
      "chirp-v3p5-engine-t-1-19       5.67% ± 0.14%\n",
      "chirp-v3p5-engine-t-2          5.53% ± 0.01%\n",
      "chirp-v3p5-engine-t-2-1        5.49% ± 0.13%\n",
      "chirp-v3p5-engine-t-2-10       5.22% ± 0.11%\n",
      "chirp-v3p5-engine-t-2-2        5.51% ± 0.08%\n",
      "chirp-v3p5-engine-t-2-3        5.48% ± 0.07%\n",
      "chirp-v3p5-engine-t-2-3-c      6.73% ± 0.14%\n",
      "chirp-v3p5-engine-t-2-7        6.18% ± 0.13%\n",
      "chirp-v3p5-engine-t-2-r        4.94% ± 0.18%\n",
      "chirp-v3p5-engine-t-2-rr       5.05% ± 0.12%\n",
      "chirp-v3p5-engine-t-2-s8-v2    5.43% ± 0.17%\n",
      "chirp-v3p5-engine-t-2-s8-v5    5.27% ± 0.14%\n",
      "chirp-v3p5-engine-t-2-s8-v5-s  5.63% ± 0.13%\n",
      "chirp-v3p5-engine-upload-4     6.91% ± 0.02%\n"
     ]
    }
   ],
   "source": [
    "# subselect interesting clips\n",
    "interesting_clips_masks = (interesting_clips[\"model_name\"].str.contains(\"v3p5\")) & (\n",
    "    interesting_clips[\"reaction_play_count\"] > 0\n",
    ")\n",
    "# make sure we have pairs\n",
    "extra_compare_mask = interesting_clips[interesting_clips_masks][\"request_id\"].isin(\n",
    "    interesting_clips[interesting_clips_masks][\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[interesting_clips[interesting_clips_masks][\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "user_intersting_clips = interesting_clips[\n",
    "    interesting_clips_masks & extra_compare_mask\n",
    "].copy()\n",
    "\n",
    "print(\"Number of clips in interesting_clips:\")\n",
    "print(f\"{interesting_clips.shape[0]:,}\")\n",
    "print(\"Number of clips in user_interesting_clips:\")\n",
    "print(f\"{user_intersting_clips.shape[0]:,}\")\n",
    "# Calculate the ratio of preferred clips to total clips for each model\n",
    "preference_ratio = (\n",
    "    user_intersting_clips[user_intersting_clips[\"preference\"]][\n",
    "        \"model_name\"\n",
    "    ].value_counts()\n",
    "    / clip_df[\"model_name\"].value_counts()\n",
    ")\n",
    "\n",
    "# Print the results in a formatted manner\n",
    "print(\"Ratio of preferred clips to total clips for each model:\")\n",
    "print(\"-\" * 60)\n",
    "for model, ratio in preference_ratio.items():\n",
    "    n = clip_df[\"model_name\"].value_counts()[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:59.204547Z",
     "start_time": "2024-05-26T00:24:58.891851Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:18:17.054762Z",
     "iopub.status.busy": "2024-08-23T03:18:17.054601Z",
     "iopub.status.idle": "2024-08-23T03:18:17.845197Z",
     "shell.execute_reply": "2024-08-23T03:18:17.844709Z",
     "shell.execute_reply.started": "2024-08-23T03:18:17.054745Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gTZs2/mV16tTBli1b/DUAwNdff11o9Lae2tq0aQOv14tFixYFLJ8/fz4MBkPA8S9HmzZtcOLECaxatcq/zOPxYOHChYiOjsZNN91Uov2mp6djy5Yt2LZtW8DynJwcfPrpp6hfvz6qV68OALDb7fB4PAHbJSYmwmg0+r+md911F0wmE2bMmFHoaommaTh16lSJ6gyFDh064NixY/jggw8KrcvLy4PD4bjk871eL15//fVC6zweT7G+Xzp06IBNmzZh3bp1hdbl5OQU+vpeSlxcHG666SYsXbq00C2dBV9/k8mEu+++G5999lnQZuv8WwgvzCcyMhJ169aFpmlwu926aiOiioVXooiIcHaQwb59++D1enHy5EmsX78eP/zwA2rWrIk33njjon+RnjlzJjZu3Ij09HTUqlULNpsN7733HmrUqOF/b8XVV1+NypUrY8mSJahUqRKio6ORmpoacEVIjypVquCBBx5At27d/CPOr7nmmoAx7D169MBnn32Ghx9+GB06dMDBgwfx6aefFro1UU9tbdu2RYsWLTBt2jQcPnwYSUlJ+OGHH/Dll1+ib9++F73tUY9evXrh/fffx9ixY7F9+3bUqlULn332GX799Vc89dRThd6TVVyDBg3CmjVrkJGRgV69euH666/H8ePHsXz5chw/fhwvvPCCf9uffvoJEyZMQPv27XHttdfC6/Xi448/9r9IB85+7R577DFMnToVhw8fRrt27VCpUiUcOnQIa9euRc+ePTFgwICQfE30uu+++7B69WqMGzcO69evR7NmzeD1erFv3z6sWbMGc+fODfiA6QvdfPPN6NWrF2bPno2dO3eiVatWMJvN2L9/P9asWYOnn34a7du3v2gNAwYMwFdffYUhQ4aga9euaNiwIZxOJ/bs2YPPPvsMX375pe6R9P/+979x//33o2vXrujVqxdq166Nw4cP45tvvvFfOR49ejTWr1+Pnj17okePHqhXrx5Onz6N7du3IzMzEz///LO/voSEBDRr1gzx8fHYt28f3n33XaSnp5f4e4yIKgY2UUREAKZPnw7g7AS4qlWrIjExEU899RS6det2yRdTbdu2xeHDh7F06VKcOnUK1apVw80334yRI0f6BxCYzWZMmjQJL7/8Mv773//C4/Fg4sSJJW6ihgwZgt27d+PNN9/EmTNn0LJlS4wbNy5gYtutt96KsWPHYt68eXjhhReQkpKCWbNm4cUXXwzYl57ajEYj3njjDUyfPh2rVq3CsmXLUKtWLfzrX//CQw89VKJzCSYqKgoLFy7ElClTsHz5ctjtdlx33XWYOHGi7ul250tISMCHH36I1157DatXr4bNZkNMTAyaNm2KadOmoXHjxv5tk5KS0Lp1a3z99dc4duwYrFYrkpKSMGfOHDRp0sS/3aBBg3Dttddi/vz5mDlzJoCz7zdq1apVoQ8qLk1GoxEzZ87E/Pnz8fHHH+OLL76A1WpF7dq10bt372LdfjhhwgSkpKRgyZIlmDZtGkwmE2rVqoV77723yM8SO5/VasXChQsxe/ZsrFmzBitWrEBMTAyuvfbagJ8PPZKTk/HBBx/g1VdfxeLFi+FyuVCzZk106NDBv01BzjNnzsQXX3yBxYsXo2rVqqhXrx6eeOIJ/3a9evXCp59+innz5sHhcKBGjRro3bs3hg0bprsuIqpYDJqqd/cSERERERGVQXxPFBERERERkQ5sooiIiIiIiHRgE0VERERERKQDmygiIiIiIiId2EQRERERERHpwCaKiIiIiIhIBzZRREREREREOrCJIiIiIiIi0iFCdQFS2Gy5UP2xw7GxVuTmOtUWQYUwF7mYjUzMRS5mIxezkYm5yBWubAwGID4+9pLblYsmKisrC0899RRsNhtMJhPef/99REdH69qHpkF5E1VQB8nDXORiNjIxF7mYjVzMRibmIpfKbAyaVva/NTIyMvDYY4+hefPm+PvvvxETE4OICH394cmT6q9EGY0G+HxlPo5yh7nIxWxkYi5yMRu5mI1MzEWucGVjMAAJCRXgStTevXsRERGB5s2bAwCqVq2qtqDLwB9SmZiLXMxGJuYiF7ORi9nIxFzkUp2N8sESGzZswJAhQ9C6dWskJSVh7dq1hbZZtGgR2rZti0aNGqFHjx7YunWrf92BAwcQHR2NIUOGoGvXrpg1a1Zplh9SlStbVZdAQTAXuZiNTMxFLmYjF7ORibnIpTob5U2Uw+FAUlISxo0bF3T9qlWrMHHiRAwfPhzLly9HcnIyBgwYAJvNBgDweDz45ZdfMG7cOLz//vv44Ycf8MMPP5TmKRARERERUQWivIlKT0/HqFGjcOeddwZdP2/ePPTs2RPdu3dHvXr1MH78eERFRWHp0qUAgCuvvBIpKSm46qqrEBkZifT0dOzcubM0T4GIiIiIiCoQ0e+Jys/Px/bt2zF48GD/MqPRiLS0NGzatAkA0KhRI9hsNpw+fRqxsbHYuHEjevXqpftYsbHnLgm63R44nW5YrWaYzee+RC6XGy6XB9HRkYiIMPmXO535cLu9iImxwGg815c6HC54PD7ExkbBYDD4l9vtefD5tKCXIY1GA2JiovyPNU1Dbm4eIiKMiI62+Jf7fD7Y7S6YzSZYrZH+5R6PFw5HPiyWCFgsZuXnlJPjLPPnFBFhDDiv8nBO5SWniAij/42l5eWcgLKfE4Byd07lJaeC32fl6ZzKS04Ayt05lY+czr0GKD/nVD5yMhrP1hXO1+UXI2o6X1JSEmbOnIl27doBAI4dO4Y2bdpgyZIlaNq0qX+7yZMnY8OGDfjwww8BAN9++y2mTJkCTdPQqlUrPPnkk7qPLWE6HxERERERqVNhpvMBZ28JTE9PV13GZeMYTZmYi1zMRibmIhezkYvZyMRc5FKdjfL3RF1MtWrVYDKZ/EMkCthsNiQkJCiqKnzOvwRKcjAXuZiNTMxFLmYjF7ORibnIpTob0U1UZGQkGjZsiMzMTP8yn8+HzMzMgNv7iIiIiIiISovy2/nOnDmDgwcP+h8fOnQIO3fuRJUqVVCzZk30798fY8aMQUpKClJTU7FgwQI4nU5069ZNYdVERERERFRRKW+itm3bhj59+vgfT5w4EQDQtWtXTJo0CR07dkR2djamT5+OEydOoH79+pg7d265vJ1P0IwPOg9zkYvZyMRc5GI2cjEbmZiLXKqzETWdTyVO5yMiIiIiqtiKO51P9HuiKpqICMYhEXORi9nIxFzkYjZyMRuZmItcqrPhd4Yg538QGcnBXORiNjIxF7mYjVzMRibmIpfqbNhEERERERER6cAmioiIiIiISAfl0/noHJ/Ph0OHspCdbbv0xiUUFxeP2rXrhG3/5ZHP51NdAhWB2cjEXORiNnIxG5mYi1yqs+F0vv9PwnS+Q4ey0DKtOVx5zrAdwxJlReaPG9lIERERERFdoLjT+XglSpCcnFNw5TkR33k0zPGhb3LctizYVk5FdraNTZQOZrMJbrdXdRkUBLORibnIxWzkYjYyMRe5VGfDJkoQi8UMADDH14GlRj3F1VABqzUSbnf4rg5SyTEbmZiLXMxGLmYjE3ORS3U2HCxBRERERESkA5soIiIiIiIiHdhECeL1cgKMRB4P74WWitnIxFzkYjZyMRuZmItcqrNhEyVIXp5bdQkUhMORr7oEKgKzkYm5yMVs5GI2MjEXuVRnwyZKELPZpLoECsJi4fwVqZiNTMxFLmYjF7ORibnIpTobNlGCREbyB1WigqmJJA+zkYm5yMVs5GI2MjEXuVRnwyaKiIiIiIhIBzZRREREREREOrCJEkT1lBEKzu32qC6BisBsZGIucjEbuZiNTMxFLtXZsIkSxOXiD6pETienJkrFbGRiLnIxG7mYjUzMRS7V2bCJEkT1lBEKzmrlm0qlYjYyMRe5mI1czEYm5iKX6mzYRAkSEcER5xKZzWxupWI2MjEXuZiNXMxGJuYil+ps2EQRERERERHpwCaKiIiIiIhIBzZRguTnc7CERC4X31QqFbORibnIxWzkYjYyMRe5VGfDJkoQt5sjziXi1ES5mI1MzEUuZiMXs5GJucilOhs2UYJERXECjETR0ZGqS6AiMBuZmItczEYuZiMTc5FLdTZsogQxmRiHRJyaKBezkYm5yMVs5GI2MjEXuVRnw1ftREREREREOrCJIiIiIiIi0oFNlCCqp4xQcE5nvuoSqAjMRibmIhezkYvZyMRc5FKdDZsoQTwen+oSKAhOTZSL2cjEXORiNnIxG5mYi1yqs2ETJYjVygkwEsXEWFSXQEVgNjIxF7mYjVzMRibmIpfqbNhECWI0GlSXQEEYjfwxkYrZyMRc5GI2cjEbmZiLXKqz4XcGERERERGRDmyiiIiIiIiIdGATJUheHqfzSeRwuFSXQEVgNjIxF7mYjVzMRibmIpfqbNhECeL1cjqfRJyaKBezkYm5yMVs5GI2MjEXuVRnwyZKkOhoToCRKDY2SnUJVARmIxNzkYvZyMVsZGIucqnOhk2UIAYO5xPJwGDEYjYyMRe5mI1czEYm5iKX6mzYRBEREREREenAJoqIiIiIiEgHNlGCOBz5qkugIOz2PNUlUBGYjUzMRS5mIxezkYm5yKU6GzZRgmiaproECsLnYy5SMRuZmItczEYuZiMTc5FLdTZsogSpVInT+SSqXNmqugQqArORibnIxWzkYjYyMRe5VGfDJoqIiIiIiEgHNlFEREREREQ6sIkiIiIiIiLSgU2UIGfOuFSXQEHk5DhVl0BFYDYyMRe5mI1czEYm5iKX6mzYRAmi+pOXKTijkblIxWxkYi5yMRu5mI1MzEUu1dmwiRIkOjpSdQkURExMlOoSqAjMRibmIhezkYvZyMRc5FKdDZsoIiIiIiIiHdhEERERERER6cAmShCNH4otksZgxGI2MjEXuZiNXMxGJuYil+ps2EQJ4nBwOp9Eubl5qkugIjAbmZiLXMxGLmYjE3ORS3U2bKIEMZkYh0QREcxFKmYjE3ORi9nIxWxkYi5yqc6G3xmCREWZVZdAQURHW1SXQEVgNjIxF7mYjVzMRibmIpfqbNhEERERERER6cAmioiIiIiISAc2UYL4fJwAI5HP51NdAhWB2cjEXORiNnIxG5mYi1yqs4lQevQQadu2LSpVqgSj0YjKlStj4cKFqksqEaczX3UJFITdzqmJUjEbmZiLXMxGLmYjE3ORS3U25aKJAoAlS5agUqVKqsu4LKqnjFBwZrMJbrdXdRkUBLORibnIxWzkYjYyMRe5VGfDV+2CWCyczieR1RqpugQqArORibnIxWzkYjYyMRe5VGejvInasGEDhgwZgtatWyMpKQlr164ttM2iRYvQtm1bNGrUCD169MDWrVsLbdO7d290794dn3zySWmUTUREREREFZTyJsrhcCApKQnjxo0Lun7VqlWYOHEihg8fjuXLlyM5ORkDBgyAzWbzb7N48WIsW7YMb7zxBmbPno1du3aVVvlERERERFTBKG+i0tPTMWrUKNx5551B18+bNw89e/ZE9+7dUa9ePYwfPx5RUVFYunSpf5srr7wSAHDFFVegTZs22LFjR6nUHmpeLyfASOTx8F5oqZiNTMxFLmYjF7ORibnIpTob0YMl8vPzsX37dgwePNi/zGg0Ii0tDZs2bQJw9kqWz+dDTEwMzpw5g/Xr16NDhw66jxUba/X/2+32wOl0w2o1w2w+9yVyudxwuTyIjo5ERITJv9zpzIfb7UVMjAVG47m+1OFwwePxITY2CgaDwb/cbs+Dz6ehcuVzxwSAvDy37rpLolIli//Y4T6nnBwnjEYDYmKi/Ms0TUNubh4iIowBnzbt8/lgt7tgNpsC7nP1eLxwOPJhsUQEvG+stHKKiDAFnFd5OKfylJPRaCh351TWc3I48svdOZWnnCpXtpa7cwLKfk4OR365O6fyklNBTeXpnAqU9XMCELZzuhSDpmliPpwoKSkJM2fORLt27QAAx44dQ5s2bbBkyRI0bdrUv93kyZOxYcMGfPjhh8jKysLw4cMBnA2lR48e6Nu3r+5jnzyZC9VfiZ07f0N6eivU6PsKLDXqhXz/rr9+x18LHsPatd8hNbVJyPdfXlksEXC5PKrLoCCYjUzMRS5mIxezkYm5yBWubAwGICEh9pLbib4SVRx16tQpN8MkIiPLfBzlksVi5i9QoZiNTMxFLmYjF7ORibnIpTob5e+Juphq1arBZDIFDJEAAJvNhoSEBEVVERERERFRRSa6iYqMjETDhg2RmZnpX+bz+ZCZmRlwex8REREREVFpUX7/2JkzZ3Dw4EH/40OHDmHnzp2oUqUKatasif79+2PMmDFISUlBamoqFixYAKfTiW7duimsOjxUTxmh4NxuXsaXitnIxFzkYjZyMRuZmItcqrNR3kRt27YNffr08T+eOHEiAKBr166YNGkSOnbsiOzsbEyfPh0nTpxA/fr1MXfu3HJ5Ox/vuZXJ6SydqYmkH7ORibnIxWzkYjYyMRe5VGejvIlq0aIFdu/efdFtMjIykJGRUUoVqWOxKI+DgrBazcp/UCk4ZiMTc5GL2cjFbGRiLnKpzkb0e6IqmvNn3JMc538mAcnCbGRiLnIxG7mYjUzMRS7V2bCJIiIiIiIi0oFNFBERERERkQ5sogTJz+dgCYlcLt4LLRWzkYm5yMVs5GI2MjEXuVRnwyZKELebI84l4tREuZiNTMxFLmYjF7ORibnIpTobNlGCREWZVZdAQURHR6ougYrAbGRiLnIxG7mYjUzMRS7V2bCJEsRkYhwScWqiXMxGJuYiF7ORi9nIxFzkUp0NX7UTERERERHpwCaKiIiIiIhIBzZRgqieMkLBOZ35qkugIjAbmZiLXMxGLmYjE3ORS3U2bKIE8Xh8qkugIDg1US5mIxNzkYvZyMVsZGIucqnOhk2UIFYrJ8BIFBNjUV0CFYHZyMRc5GI2cjEbmZiLXKqzYRMliNFoUF0CBWE08sdEKmYjE3ORi9nIxWxkYi5yqc6G3xlEREREREQ6sIkiIiIiIiLSgU2UIHl5nM4nkcPhUl0CFYHZyMRc5GI2cjEbmZiLXKqzYRMliNfL6XwScWqiXMxGJuYiF7ORi9nIxFzkUp0NmyhBoqM5AUai2Ngo1SVQEZiNTMxFLmYjF7ORibnIpTobNlGCGDicTyQDgxGL2cjEXORiNnIxG5mYi1yqs2ETRUREREREpAObKCIiIiIiIh3YRAnicOSrLoGCsNvzVJdARWA2MjEXuZiNXMxGJuYil+ps2EQJomma6hIoCJ+PuUjFbGRiLnIxG7mYjUzMRS7V2bCJEqRSJU7nk6hyZavqEqgIzEYm5iIXs5GL2cjEXORSnQ2bKCIiIiIiIh3YRBEREREREenAJoqIiIiIiEgHNlGCnDnjUl0CBZGT41RdAhWB2cjEXORiNnIxG5mYi1yqs2ETJYjqT16m4IxG5iIVs5GJucjFbORiNjIxF7lUZ8MmSpDo6EjVJVAQMTFRqkugIjAbmZiLXMxGLmYjE3ORS3U2bKKIiIiIiIh0YBNFRERERESkA5soQTR+KLZIGoMRi9nIxFzkYjZyMRuZmItcqrNhEyWIw8HpfBLl5uapLoGKwGxkYi5yMRu5mI1MzEUu1dmwiRLEZGIcEkVEMBepmI1MzEUuZiMXs5GJucilOht+ZwgSFWVWXQIFER1tUV0CFYHZyMRc5GI2cjEbmZiLXKqzYRNFRERERESkA5soIiIiIiIiHdhECeLzcQKMRD6fT3UJVARmIxNzkYvZyMVsZGIucqnOhk2UIE5nvuoSKAi7nVMTpWI2MjEXuZiNXMxGJuYil+ps2EQJonrKCAVnNptUl0BFYDYyMRe5mI1czEYm5iKX6mz4ql0Qi4XT+SSyWiNVl0BFYDYyMRe5mI1czEYm5iKX6mzYRBEREREREenAJoqIiIiIiEgHNlGCeL2cACORx+NVXQIVgdnIxFzkYjZyMRuZmItcqrNhEyVIXp5bdQkUhMPBqYlSMRuZmItczEYuZiMTc5FLdTZsogRRPWWEgrNYIlSXQEVgNjIxF7mYjVzMRibmIpfqbNhECRIZyR9UiTg1US5mIxNzkYvZyMVsZGIucqnOhk0UERERERGRDrouffh8Pvz888/YuHEjjhw5gry8PMTFxaF+/fpIS0vDVVddFa46iYiIiIiIRCjWlai8vDy8/vrrSE9Px6BBg7Bu3Trk5ubCaDTiwIEDeO2113DHHXdg4MCB2Lx5c5hLLr9UTxmh4Nxuj+oSqAjMRibmIhezkYvZyMRc5FKdTbGuRN19991o0qQJnnvuOaSlpcFsLnwP4uHDh7Fy5Uo8/vjjGDJkCHr27BnyYss7l4s/qBI5nZyaKBWzkYm5yMVs5GI2MjEXuVRnU6wm6u2330bdunUvuk2tWrUwePBgPPTQQzh69GhIiqtoVE8ZoeCsVrPyH1QKjtnIxFzkYjZyMRuZmItcqrMp1u18l2qgzmc2m3H11VeXuKCKLCKCI84lMpvZ3ErFbGRiLnIxG7mYjUzMRS7V2ZRoOt/GjRvxxBNPoFevXjh27BgAYMWKFdi4cWNIiyMiIiIiIpJGdxP12WefYcCAAYiKisKOHTuQn3/204Ltdjtmz54d8gKJiIiIiIgk0d1EvfHGGxg/fjyee+45REScu4zWrFkz7NixI6TFVTT5+RwsIZHLxXuhpWI2MjEXuZiNXMxGJuYil+psdN9M+Oeff6J58+aFlsfGxiInJyckRVVUbnfpjDjfu3d32PYdFxeP2rXrhG3/KnBqolzMRibmIhezkYvZyMRc5FKdje4mKiEhAQcPHkTt2rUDlv/yyy+oU0fdi2en04mOHTuiffv2GDNmjLI6LkdUVOHR8aHktZ8CDAYMHTowbMewRFmR+ePGctVIRUdHwuHIV10GBcFsZGIucjEbuZiNTMxFLtXZ6G6ievbsieeffx4vvPACDAYDjh07hk2bNuHFF1/EsGHDwlFjscyaNQuNGzdWdvxQMJlKNOej2HwuO6BpiO88Gub40Dc5blsWbCunIjvbVq6aKE5NlIvZyMRc5GI2cjEbmZiLXKqz0d1EDRo0CD6fD/369YPT6URGRgYiIyPx0EMPoXfv3uGo8ZL279+Pffv24fbbb8fevXuV1FCWmOPrwFKjnuoyiIiIiIjKJN2XPgwGA4YOHYr169dj5cqV+OCDD5CZmYnHHnusRAVs2LABQ4YMQevWrZGUlIS1a9cW2mbRokVo27YtGjVqhB49emDr1q0B61988UU8/vjjJTo+ERERERGRHiW+fywyMhL16tVDamoqKlWqVOICHA4HkpKSMG7cuKDrV61ahYkTJ2L48OFYvnw5kpOTMWDAANhsNgDA2rVrce211+K6664rcQ1SqJ4yQsE5nbwXWipmIxNzkYvZyMVsZGIucqnOpli3840YMaLYO5wxY4auAtLT05Genl7k+nnz5qFnz57o3r07AGD8+PH45ptvsHTpUgwaNAhbtmzBqlWr8Nlnn+HMmTPweDyoVKmSrpql8Hh8qkugIEpraiLpx2xkYi5yMRu5mI1MzEUu1dkUq4mKjY0Ndx1B5efnY/v27Rg8eLB/mdFoRFpaGjZt2gQAGD16NEaPHg0AWLZsGfbu3VuiBio21ur/t9vtgdPphtVqhtl87kvkcrnhcnkQHR0Z8GY2pzMfbrcXMTEWGI3nLu45HC54PD7ExkbBYDD4l9vtefD5NFSufO6YAGC1RuquW6JKlSz+c8vJccJoNCAmJsq/XtM05ObmISLCiOhoi3+5z+eD3e6C2WwK+Fp4PF44HPmwWCJgsZybYFhaOcXFVQpocMvDOV34vVdWzykiwoi//3aUq3MCyn5OUVFmGAyGcnVO5SWniAgjPB5fuTqn8pKTxXJ2u/J0TuUhp6gos/81QHk5p/KSk8EAnD7tDNs5XYpB0zRN1zPCKCkpCTNnzkS7du0AAMeOHUObNm2wZMkSNG3a1L/d5MmTsWHDBnz44YcBzy9ookoy4vzkyVyo/kr88cdOtGzZAjX6vhKWwQ/27V/DtnJq2Pbv+ut3/LXgMaxd+x1SU5uEfP+qVK5sRU6OU3UZFASzkYm5yMVs5GI2MjEXucKVjcEAJCRc+gKS7ul8knXr1k11CUREREREVM6VqIlas2YNVq9ejaNHj8LtDhyGsHz58pAUBgDVqlWDyWTyD5EoYLPZkJCQELLjEBERERERFZfu6XzvvPMOnnzySSQkJGDHjh1o1KgRqlatiqysLLRp0yakxUVGRqJhw4bIzMz0L/P5fMjMzAy4va+8yMvjdD6JHA6X6hKoCMxGJuYiF7ORi9nIxFzkUp2N7itR7733Hp599ll07twZy5Ytw8CBA1GnTh28+uqrOH36tO4Czpw5g4MHD/ofHzp0CDt37kSVKlVQs2ZN9O/fH2PGjEFKSgpSU1OxYMECOJ3OcnnrntfL6XwScWqiXMxGJuYiF7ORi9nIxFzkUp2N7itRR48e9V8FioqKwpkzZwAA9913H/73v//pLmDbtm3o0qULunTpAgCYOHEiunTpgunTpwMAOnbsiDFjxmD69Om47777sHPnTsydO7dc3s53/uQSkiM2NurSG5ESzEYm5iIXs5GL2cjEXORSnY3uK1EJCQk4ffo0atWqhauuugqbN29GcnIyDh06hJIM+mvRogV279590W0yMjKQkZGhe99lzXnTFkkQA4MRi9nIxFzkYjZyMRuZmItcqrPR3UTdcsst+Oqrr9CgQQN0794dEydOxGeffYZt27bhzjvvDEeNREREREREYuhuop599ln4fGfvQXzwwQdRtWpVbNq0CW3btkWvXr1CXiAREREREZEkupsoo9EY8Om/nTp1QqdOnUJaVEXlcOSrLoGCsNvzVJdARWA2MjEXuZiNXMxGJuYil+psdA+WWLp0KVavXl1o+erVq0P6GVEVUUneU0bh5/MxF6mYjUzMRS5mIxezkYm5yKU6G91N1Jtvvolq1aoVWh4fH49Zs2aFpKiKqlIlTueTqHJlq+oSqAjMRibmIhezkYvZyMRc5FKdje4m6siRI6hdu3ah5TVr1sTRo0dDUhQREREREZFUupuo+Pj4oCPJd+3ahapVq4aiJiIiIiIiIrF0D5bo1KkTnn/+eVSqVAk33XQTAODnn3/GCy+8wAETRERERERU7uluoh599FEcPnwY/fr1Q0TE2af7fD7cd999GDVqVMgLrEjOnHGpLoGCyMlxqi6BisBsZGIucjEbuZiNTMxFLtXZ6G6iIiMj8corr2D//v3YuXMnoqKikJiYiFq1aoWjvgpF9ScvU3BGo0H5BBgKjtnIxFzkYjZyMRuZmItcqrPR/Z6oAtdeey06dOiANm3aICcnB6dPnw5lXRVSdHSk6hIoiJiYKNUlUBGYjUzMRS5mIxezkYm5yKU6G91N1PPPP48PP/wQAOD1epGRkYGuXbvitttuw/r160NeIBERERERkSS6m6jPPvsMycnJAICvv/4aWVlZWL16Nfr27Ytp06aFvEAiIiIiIiJJdDdRp06dQvXq1QEA3377LTp06IDrrrsO3bt3x549e0JeYEWi8ZZbkTQGIxazkYm5yMVs5GI2MjEXuVRno7uJSkhIwO+//w6v14t169ahVatWAIC8vDyYTKaQF1iROByczidRbm6e6hKoCMxGJuYiF7ORi9nIxFzkUp2N7ul83bp1w2OPPYbq1avDYDAgLS0NALBlyxZcf/31IS+wIjGZSjzng8IoIsIIj8enugwKgtnIxFzkYjZyMRuZmItcqrPR3USNHDkSN9xwA/766y+0b98ekZFnJ8qZTCYMHDgw5AVWJFFRZtUlUBDR0Rbln0VAwTEbmZiLXMxGLmYjE3ORS3U2upsoAGjfvn2hZV27dr3sYoiIiIiIiKTj/WNEREREREQ6sIkShJ+ILZPPx3uhpWI2MjEXuZiNXMxGJuYil+ps2EQJ4nTmqy6BgrDbOTVRKmYjE3ORi9nIxWxkYi5yqc6GTZQgERGMQyKzmaP7pWI2MjEXuZiNXMxGJuYil+psdA+WsNvtRa6LjIz0T+sj/SwWTueTyGqNhNvNyTwSMRuZmItczEYuZiMTc5FLdTa6m6jmzZvDYDAUub5GjRro2rUrRowYAaORV1aIiIiIiKh80d1ETZo0CdOmTUPXrl2RmpoKANi6dStWrFiBoUOHIjs7G2+//TYiIyMxZMiQkBdMRERERESkku4mavny5RgzZgw6duzoX9a2bVskJibi/fffx4IFC3DVVVdh1qxZbKJ08no5AUYij8erugQqArORibnIxWzkYjYyMRe5VGeju4natGkTxo8fX2h5gwYNsHnzZgDAjTfeiKNHj152cRVNXp5bdQkhsXfv7rDuPy4uHrVr1wnrMc7ncHBqolTMRibmIhezkYvZyMRc5FKdje4m6qqrrsJHH32EJ554ImD5Rx99hBo1agAA/v77b1SuXDk0FVYgqqeMXC6v/RRgMGDo0IFhPY4lyorMHzeWWiNlsUTA5fKUyrFIH2YjE3ORi9nIxWxkYi5yqc5GdxP1r3/9C48++ii+++47NGrUCACwbds27Nu3D9OnTwcA/PbbbwG3+1HxREbqjkMUn8sOaBriO4+GOT48DY7blgXbyqnIzraVYhNl5i9QoZiNTMxFLmYjF7ORibnIpTob3a/a77jjDqxevRrvv/8+9u/fDwBo06YNZs6cidq1awMAHnjggZAWSWWLOb4OLDXqqS6DiIiIiCgsSnTpo06dOoVu5yMiIiIiIqoIStRE5eTk4KOPPsIff/wBALjhhhvQvXt3xMbGhrS4ikb1lBEKzu3mZXypmI1MzEUuZiMXs5GJucilOhvdn4b722+/4c4778T8+fNx+vRpnD59GvPmzUO7du2wffv2cNRYYfCeW5mczvIxNbE8YjYyMRe5mI1czEYm5iKX6mx0X4maOHEi2rZti2effRYREWef7vF48O9//xsvvPACFi1aFPIiKwqLpWwPliivrFaz8h9UCo7ZyMRc5GI2cjEbmZiLXKqz0X0latu2bXj44Yf9DRQARERE4OGHH8a2bdtCWlxFExFRtkecl1dmM5tbqZiNTMxFLmYjF7ORibnIpTob3U1UTExM0A/SPXr0KCpVqhSSooiIiIiIiKTS3UR17NgRTz/9NFatWoWjR4/i6NGj+N///od///vf6NSpUzhqJCIiIiIiEqNEH7Zb8P9e79lpchEREbj//vs59vwy5edzsIRELhfvhZaK2cjEXORiNnIxG5mYi1yqs9HdREVGRuLf//43Ro8ejYMHDwIArr76alit1pAXV9G43RxxLhGnJsrFbGRiLnIxG7mYjUzMRS7V2ei+na+A1WpFUlISkpKS2ECFSFSUWXUJFER0dKTqEqgIzEYm5iIXs5GL2cjEXORSnU2xrkSNGDGi2DucMWNGiYup6EymEve0FEacmigXs5GJucjFbORiNjIxF7lUZ1OsJio2NjbcdRAREREREZUJxWqiJk6cGO46iIiIiIiIygTePyaI6ikjFJzTma+6BCoCs5GJucjFbORiNjIxF7lUZ1OsJmrAgAHYvHnzJbez2+148803sWjRosutq0LyeHyqS6AgODVRLmYjE3ORi9nIxWxkYi5yqc6mWLfztW/fHiNHjkRsbCxuv/12pKSk4IorroDFYkFOTg5+//13/PLLL/juu++Qnp7u/ywp0sdq5QQYiWJiLLDbXarLoCCYjUzMRS5mIxezkYm5yKU6m2I1UT169MB9992H1atXY/Xq1fjggw+Qm5sLADAYDKhXrx5at26Njz76CHXr1g1rweWZ0WhQXQIFYTTyrlepmI1MzEUuZiMXs5GJucilOptif9huZGQk7rvvPtx3330AgNzcXOTl5aFq1aowm/n5RkREREREVDEUu4m6UGxsLEefExERERFRhcNrlILk5XE6n0QOB++FlorZyMRc5GI2cjEbmZiLXKqzYRMliNfL6XwScWqiXMxGJuYiF7ORi9nIxFzkUp0NmyhBoqMtqkugIGJjo1SXQEVgNjIxF7mYjVzMRibmIpfqbNhECWLgcD6RDAxGLGYjE3ORi9nIxWxkYi5yqc5G92CJo0ePwmAwoEaNGgCArVu34tNPP0W9evXQq1evkBdIREREREQkie4rUaNHj8ZPP/0EADhx4gT69++P3377DdOmTcOMGTNCXiAREREREZEkupuovXv3IjU1FQCwevVq3HDDDViyZAmmTJmC5cuXh7zAisThyFddAgVht+epLoGKwGxkYi5yMRu5mI1MzEUu1dnobqI8Hg8iIyMBAD/++CPatm0LALj++utx4sSJ0FZXwWiaproECsLnYy5SMRuZmItczEYuZiMTc5FLdTa63xNVr149LFmyBLfddht+/PFHPPbYYwCA48ePo2rVqiEur2KpVInT+Ypr797dYdt3XFw8ateu439cubIVOTnOsB2PSo7ZyMRc5GI2cjEbmZiLXKqz0d1EPfHEExgxYgTeeustdOnSBcnJyQCAr776yn+bH1G4eO2nAIMBQ4cODNsxLFFWZP64MaCRIiIiIiIqoKuJ0jQNderUwddffw2v14sqVar41/Xs2RNWqzXkBV5KTk4O+vXrB6/XC6/Xiz59+qBnz56lXgeVDp/LDmga4juPhjk+9E2O25YF28qpyM62sYkiIiIioqB0N1F33XUXVq5ciWuvvTZgXe3atUNZV7FVqlQJixYtgtVqhcPhQOfOnXHnnXeiWrVqSuqh0mGOrwNLjXqqyyAiIiKiCkjXYAmj0YhrrrkGf//9d5jK0c9kMvmvgOXnn51uV1YHNJw541JdAgXBe6HlYjYyMRe5mI1czEYm5iKX6mxK9DlRkydPxp49e0JSwIYNGzBkyBC0bt0aSUlJWLt2baFtFi1ahLZt26JRo0bo0aMHtm7dGrA+JycH9957L9LT0zFgwADExcWFpLbSpvqTlyk4o5G5SMVsZGIucjEbuZiNTMxFLtXZ6G6ixowZg61bt+K+++5Damoqbr755oD/6eVwOJCUlIRx48YFXb9q1SpMnDgRw4cPx/Lly5GcnIwBAwbAZrP5t6lcuTI++eQTfPnll/j0009x8uRJ3XVIEB0dqboECiImJkp1CVQEZiMTc5GL2cjFbGRiLnKpzkb3dL6nnnoqpAWkp6cjPT29yPXz5s1Dz5490b17dwDA+PHj8c0332Dp0qUYNGhQwLYJCQlITk7Gxo0b0b59e111xMaeG4rhdnvgdLphtZphNp/7ErlcbrhcHkRHRyIiwuRf7nTmw+32IibGAqPxXF/qcLjg8fgQGxsVcJXJbs+Dz6ehcuXSH8RBxVOpkgVGowE+n4aICGNAVjk5ThiNhoAfXk3TkJubh4gII6Kjz42q9/l8sNtdMJtNsFrPNckejxcORz4slghYLGb/clXfe2X1nCIijP6cyss5AWU/JwDl7pzKS04Fv8/K0zmVl5wAlLtzKh85nXsNUH7OqXzkVHAlStXrct1NVNeuXfU+pcTy8/Oxfft2DB482L/MaDQiLS0NmzZtAgCcPHkSUVFRiImJQW5uLjZu3Ij7779f97Fyc5248K1UTqcbTqe70LYOR37Qfdjtwd/TlJsb/BOVVd/LSUU7c8bl/xA3j8dXKCufTwuaX7BtAcDt9sLtLrzc5fLA5fIUWq7ie68snlPlylZ/TuXlnM7Hc+I5hfqcLvxclfJwThcqq+dktZa/cwLK/jlFRJgKHaOsn1MwZfGcCpqeUJ+TwQBYLLFBtzmf7iYKAA4ePIilS5ciKysLTz/9NOLj4/Htt9+iZs2auOGGG0qyy6BOnToFr9eL+Pj4gOXx8fHYt28fAODIkSP4z3/+A03ToGkaMjIykJSUFLIaSlMZnYdR7pXVQSUVAbORibnIxWzkYjYyMRe5VGeju4n6+eefMXDgQDRr1gwbNmzAqFGjEB8fj927d2Pp0qWYPn16OOosUmpqKj7++ONSPWa4FNwGQ7IU9RcLUo/ZyMRc5GI2cjEbmZiLXKqz0T1YYurUqXjssccwb948mM3n7le85ZZbsHnz5lDWhmrVqsFkMgUMkQAAm82GhISEkB5LApNJdxxUCiIimItUzEYm5iIXs5GL2cjEXORSnY3uo+/Zswft2rUrtDwuLg6nTp0KSVEFIiMj0bBhQ2RmZvqX+Xw+ZGZmomnTpiE9lgRRUeZLb0Sl7vw3Q5IszEYm5iIXs5GL2cjEXORSnY3u2/liY2Nx4sQJ1KlTJ2D5zp07ceWVV+ou4MyZMzh48KD/8aFDh7Bz505UqVIFNWvWRP/+/TFmzBikpKQgNTUVCxYsgNPpRLdu3XQfi4iIiIiI6HLpbqI6deqEKVOm4NVXX4XBYIDP58Mvv/yCF198EV26dNFdwLZt29CnTx//44kTJwI4OwVw0qRJ6NixI7KzszF9+nScOHEC9evXx9y5c8vl7XxERERERCSf7iZq1KhRmDBhAm677TZ4vV506tQJXq8XnTt3xtChQ3UX0KJFC+zevfui22RkZCAjI0P3vsuaglHNJIvP51NdAhWB2cjEXORiNnIxG5mYi1yqs9HdREVGRuK5557D8OHDsWfPHpw5cwYNGjTAtddeG4byKpaCD9sjWYr6nAFSj9nIxFzkYjZyMRuZmItcqrMp0edEAcBVV12Fq666Cl6vF3v27MHp06dRpUqVUNZW4aieMkLBmc0muN1e1WVQEMxGJuYiF7ORi9nIxFzkUp2N7lftzz//PD788EMAgNfrRUZGBrp27YrbbrsN69evD3mBFYnFwul8ElmtkapLoCIwG5mYi1zMRi5mIxNzkUt1NrqbqM8++wzJyckAgK+//hpZWVlYvXo1+vbti2nTpoW8QCIiIiIiIkl0N1GnTp1C9erVAQDffvstOnTogOuuuw7du3fHnj17Ql4gERERERGRJLqbqISEBPz+++/wer1Yt24dWrVqBQDIy8uDyWQKeYEVidfLCTASeTy8F1oqZiMTc5GL2cjFbGRiLnKpzkb3YIlu3brhscceQ/Xq1WEwGJCWlgYA2LJlC66//vqQF1iR5OW5VZdAQTgcnJooFbORibnIxWzkYjYyMRe5VGeju4kaOXIkbrjhBvz1119o3749IiPPvqnLZDJh4MCBIS+wIjGbeSVPir17z312Wainv8TFxaN27Toh219FZrFEwOXyqC6DLsBc5GI2cjEbmZiLXKqzKdGI8/bt2xda1rVr18supqKLjCzxxHkKEa/9FGAwYOjQ8P1BwBJlReaPG9lIhYDFYuZ/3ARiLnIxG7mYjUzMRS7V2eh+1T5jxoyLrh8xYkSJiyFSzeeyA5qG+M6jYY4PfZPjtmXBtnIqsrNtbKKIiIiIyijdTdTatWsDHns8Hhw6dAgmkwlXX301mygqF8zxdWCpUU91GUREREQkkO4masWKFYWW2e12jB07Fu3atQtFTRWW6ikjRGWN281bLCRiLnIxG7mYjUzMRS7V2egecR5MTEwMRo4cienTp4didxUW77kl0sfp5ERLiZiLXMxGLmYjE3ORS3U2IWmiACA3Nxe5ubmh2l2FZLFwsASRHlarWXUJFARzkYvZyMVsZGIucqnORver9nfeeSfgsaZpOHHiBD7++GO0adMmZIVVRBERHHFOpIfZHKH8L1FUGHORi9nIxWxkYi5yqc5GdxM1f/78gMdGoxFxcXHo2rUrBg0aFKq6iIiIiIiIRNLdRH311VfhqIOIiIiIiKhMCNl7oujy5edzsASRHi4Xb7GQiLnIxWzkYjYyMRe5VGfDJkoQt5sjzon04ERLmZiLXMxGLmYjE3ORS3U2bKIEiYriBBgiPaKjI1WXQEEwF7mYjVzMRibmIpfqbNhECWIyMQ4iPTjRUibmIhezkYvZyMRc5FKdTbFetXft2hWnT58GAMyYMQNOpzOsRREREREREUlVrCbqjz/+8DdOM2fOhMPhCGtRREREREREUhVrxHn9+vXx5JNP4sYbb4SmaXjrrbcQHR0ddNsRI0aEtMCKRPWUEaKyxunMV10CBcFc5GI2cjEbmZiLXKqzKVYTNXHiRLz22mv4+uuvYTAYsG7dOphMhe9DNBgMbKIug8fjU10CUZnCiZYyMRe5mI1czEYm5iKX6myK1URdf/31mDZtGgAgOTkZ8+fPR3x8fFgLq4isVk6AIdIjJsYCu92lugy6AHORi9nIxWxkYi5yqc6mWE3U+Xbt2hWOOgiA0WhQXQJRmWI0cqKlRMxFLmYjF7ORibnIpTob3U0UABw8eBALFizAH3/8AQCoV68e+vTpg6uvvjqkxRGVV3v37g7r/uPi4lG7dp2wHoOIiIiootLdRK1btw5Dhw5F/fr10axZMwDAr7/+ik6dOmHWrFlo1apVyIskKi+89lOAwYChQweG9TiWKCsyf9zIRoqIiIgoDHQ3UVOnTkW/fv3wxBNPBCyfMmUKpkyZwibqMuTlcTpfeedz2QFNQ3zn0TDHh6fBcduyYFs5FdnZtnLfRDkcvE9dIuYiF7ORi9nIxFzkUp2N7ibqjz/+wCuvvFJoeffu3bFgwYJQ1FRheb2czldRmOPrwFKjnuoyyjxOtJSJucjFbORiNjIxF7lUZ6P7HVlxcXHYuXNnoeU7d+7kxL7LFB1tUV0CUZkSGxulugQKgrnIxWzkYjYyMRe5VGej+0pUjx498MwzzyArKyvgPVFz5sxBv379Ql1fhWLgcD4iXQz8oRGJucjFbORiNjIxF7lUZ6O7iRo+fDhiYmLw9ttv4+WXXwYAXHHFFRgxYgT69OkT8gKJiIiIiIgk0d1EGQwG9OvXD/369YPdbgcAxMTEhLwwIiIiIiIiiUr0OVEF2DyFlsORr7oEojLFbs9TXQIFwVzkYjZyMRuZmItcqrPhxzALomma6hKIyhSfjz8zEjEXuZiNXMxGJuYil+ps2EQJUqkSp/MR6VG5slV1CRQEc5GL2cjFbGRiLnKpzoZNFBERERERkQ66mii3242+ffti//79YSqHiIiIiIhINl1NlNlsxu7du8NVCxERERERkXi6b+e799578dFHH4WjlgrvzBmX6hKIypScHKfqEigI5iIXs5GL2cjEXORSnY3uEederxeLFy/Gjz/+iJSUFFitgW/qevLJJ0NWXEWj+pOXicoao9GgfDoPFcZc5GI2cjEbmZiLXKqz0d1E7dmzBw0aNAAA/PnnnwHr2ARcnujoSNUlUDmyd2/4br2Ni4tH7dp1wrb/4oqJiVL+lygqjLnIxWzkYjYyMRe5VGeju4lauHBhOOogohDx2k8BBgOGDh0YtmNYoqzI/HGjiEaKiIiIqLTpbqIKHDhwAAcPHsRNN92EqKgoaJrGK1FEAvhcdkDTEN95NMzxoW9y3LYs2FZORXa2jU0UERERVUi6m6hTp07hsccew/r162EwGPD555+jTp06eOqpp1ClShWMHTs2HHVWCBpvuaUQMsfXgaVGPdVlhJXGHxqRmItczEYuZiMTc5FLdTa6p/NNnDgRERER+OabbxAVFeVf3rFjR6xbty6kxVU0Dgen8xHpkZubp7oECoK5yMVs5GI2MjEXuVRno7uJ+uGHH/DPf/4TNWrUCFh+7bXX4siRIyErrCIymXTHQVShRUTwZ0Yi5iIXs5GL2cjEXORSnY3uozscjoArUAX+/vtvREZyutzliIoyqy6BqEyJjraoLoGCYC5yMRu5mI1MzEUu1dnobqKaN2+OFStWBCzz+XyYO3cuWrRoEaq6iIiIiIiIRNI9WOKf//wn+vXrh23btsHtduOll17C77//jtOnT2Px4sXhqJGIiIiIiEgM3U1UYmIiPvvsM7z77ruoVKkSHA4H7rzzTjz44IO44oorwlFjhcFPxCbSx+fzqS6BgmAucjEbuZiNTMxFLtXZlOhzomJjYzF06NBQ11LhOZ35qksgKra9e3eHbd9xcfHF+gwqu50TLSViLnIxG7mYjUzMRS7V2ZSoiTp9+jQ++ugj/PHHHwCAevXqoVu3bqhatWooa6twVE8ZISoOr/0UYDBg6NCBYTuGJcqKzB83XrKRMptNcLu9YauDSoa5yMVs5GI2MjEXuVRno7uJ2rBhA4YMGYLY2FikpKQAABYuXIiZM2di1qxZuOmmm0JeZEVhsXA6H8nnc9kBTUN859Ewx1/6apFeblsWbCunIjvbdskmymqNhNvtDHkNdHmYi1zMRi5mIxNzkUt1NrqbqAkTJqBjx47473//C5PJBADwer0YP348JkyYgE8//TTkRRKRPOb4OrDUqKe6DCIiIqJSp/v+sQMHDqB///7+BgoATCYT+vXrhwMHDoS0OCIiIiIiIml0N1ENGjTAvn37Ci3ft28fkpOTQ1KUHkePHkXv3r3RsWNH3HPPPVi9enWp1xAqXi8nwBDp4fHwPnWJmItczEYuZiMTc5FLdTbFup1v165d/n/36dMHzz//PA4cOIDGjRsDALZs2YJFixbhiSeeCE+VF2EymfDUU0+hfv36OHHiBLp164b09HRER0eXei2XKy/PrboEojLF4eBES4mYi1zMRi5mIxNzkUt1NsVqorp06QKDwQBNO/c5Ri+99FKh7UaPHo2OHTuGrrpiuOKKK/yfT1W9enVUq1YNp0+fLpNNlNlsuvRGRORnsUTA5fKoLoMuwFzkYjZyMRuZmItcqrMpVhP15Zdfhq2ADRs24K233sK2bdtw4sQJzJw5E+3atQvYZtGiRXjrrbdw4sQJJCcn4z//+Q9SU1ML7Wvbtm3w+Xy46qqrwlZvOEVGlmjiPFGFZbGY+R83gZiLXMxGLmYjE3ORS3U2xXrVXqtWrbAV4HA4kJSUhO7du2PEiBGF1q9atQoTJ07E+PHj0bhxYyxYsAADBgzAmjVrEB8f79/u77//xpgxY/Dss8+GrVYiIiIiIqISXfo4duwYfvnlF2RnZ8PnCxyG0KdPH137Sk9PR3p6epHr582bh549e6J79+4AgPHjx+Obb77B0qVLMWjQIABAfn4+hg8fjoEDB6JZs2Y6z+as2Fir/99utwdOpxtWqxlm87kvkcvlhsvlQXR0JCIizt1653Tmw+32IibGAqPx3KwOh8MFj8eH2NgoGAwG/3K7PQ8+n4bKlc8dk4gCWa2RAT8jwX6eIiKMMBoNQX+ecnKcMBoNiImJ8i/TNA25uXmIiDAiOtriX+7z+WC3u2A2m2C1RvqXezxeOBz5sFgiAj7HTdXviLJyTgDK3TmVl5wiIoyoXNlars6pvOQEoNydU/nIyeivqfycU/nIyWg8W5eq1+W6m6hly5bhmWeegdlsRrVq1QLWGQwG3U3UxeTn52P79u0YPHiwf5nRaERaWho2bdoE4GxAY8eOxS233IIuXbqU+Fi5uU6c95YvAIDT6YbTWXjYQ1FvZLPbXUXsOy/o8pycwA8IUz1lhEgSpzO/0M8IEPjzZLWa4fOd/cENtq3PpwVd7vH4gi53u71BP7jP5fIEvWWgtH9HAGXjnAr+gxdMWT0noHzkZLWaA55XHs7pQmX1nCIiiv65KavnBJT9nDRNK7SurJ9TMGXxnKzWs41WqM/JYAAsltig25xPdxP16quvYvjw4Rg8eHBAdxcOp06dgtfrDbhtDwDi4+P9Y9Z/+eUXrFq1CklJSVi7di0AYPLkyUhKSgprbeHAe26J9CnqBQepxVzkYjZyMRuZmItcqrPR3UTl5eWhU6dOYW+giqt58+YBI9jLMouFgyWI9Ljwr+okA3ORi9nIxWxkYi5yqc5G96v27t27Y82aNf73I4VTtWrVYDKZYLPZApbbbDYkJCSE/fil7fz7OYkqur17d19ym0qVLDhzJvjl+kuJi4tH7dp1SvRcujizOYIvOoRiNnIxG5mYi1yqs9HdRI0ePRqDBw/GunXrkJiYiIiIwF08+eSTISsuMjISDRs2RGZmpn/suc/nQ2ZmJjIyMkJ2HCKSw2s/BRgMGDp0YFiPY4myIvPHjWykiIiISDfdTdTs2bPx/fff47rrriu07vxJF8V15swZHDx40P/40KFD2LlzJ6pUqYKaNWuif//+GDNmDFJSUpCamooFCxbA6XSiW7duuo9FRPL5XHZA0xDfeTTM8eFpcNy2LNhWTkV2to1NFBEREemmu4maN28eXnjhhZA1Mdu2bQuY6Ddx4kQAQNeuXTFp0iR07NgR2dnZmD59Ok6cOIH69etj7ty55fJ2vvx8DpYgKmCOrwNLjXqqy6AScLl464tUzEYuZiMTc5FLdTa6m6jIyMgSfxZTMC1atMDu3Rd/70NGRkaFuH3P7eaIcyIq+zhpVC5mIxezkYm5yKU6G90j9vr06YN33303HLVUeFFR5ktvREQkXHR05KU3IiWYjVzMRibmIpfqbHRfidq6dSt++uknfP3117jhhhsKDZaYMWNGyIqraEwmGWPjiYguByeNysVs5GI2MjEXuVRno7uJqly5Mu66665w1EJERERERCSe7iaqYPADERERERFRRcT7xwRRPWWEiCgUnM581SVQEZiNXMxGJuYil+psdF+Jatu27UU/D+rLL7+8rIIqMo/Hp7oEIqLLxkmjcjEbuZiNTMxFLtXZ6G6i+vbtG/DY4/Fgx44d+P777zFgwICQFVYRWa2cAENEZV9MjAV2u0t1GRQEs5GL2cjEXORSnc1lN1EFFi1ahG3btl12QRWZ0Vj0FT4iorLCaOSd4lIxG7mYjUzMRS7V2YTs6G3atMFnn30Wqt0RERERERGJFLImas2aNahatWqodkdERERERCSS7tv5unTpEjBYQtM0nDx5EtnZ2Rg3blxIi6to8vI4nY+Iyj6Hg+8fkIrZyMVsZGIucqnORncT1a5du4DHBoMBcXFxuPnmm1G3bt2QFVYReb2czkdEZR8njcrFbORiNjIxF7lUZ6O7iRoxYkQ46iAA0dEW1SUQEV222Ngo5ObmqS6DgmA2cjEbmZiLXKqz4cgRQS7y8VtERGXGxT5LkNRiNnIxG5mYi1yqsyn2lajk5ORLFmswGLBjx47LLoqIiIiIiEiqYjdRM2bMKHLd5s2bsXDhQvh8vG+UiMqOvXt3h23fcXHxqF27Ttj2T0REROoUu4m6cKAEAOzbtw9Tp07F119/jXvuuQePPPJISIuraByOfNUlEFUIXvspwGDA0KEDw3YMS5QVmT9urJCNlN3O9w9IxWzkYjYyMRe5VGeje7AEABw7dgyvvfYaVqxYgdatW2PFihVITEwMdW0VjqZpqksgqhB8LjugaYjvPBrm+NA3OW5bFmwrpyI721Yhmyifj7/LpGI2cjEbmZiLXKqz0dVE5ebmYtasWXj33XdRv359zJ8/H82bNw9XbRVOpUqczkdUmszxdWCpUU91GeVO5cpW5OQ4VZdBQTAbuZiNTMxFLtXZFLuJmjNnDubOnYuEhARMnTo16O19RERERERE5V2xm6ipU6ciKioKV199NVasWIEVK1YE3e5iAyiIiIiIiIjKumI3UV26dFE+j52IiIiIiEi1YjdRkyZNCmcdBODMGZfqEogohCrqCHW+f0AuZiMXs5GJucilOpsSTeej8OCVPqLyoaKPUDcaDcqnJlFwzEYuZiMTc5FLdTZsogSJjo5UXQIRhUBFH6EeExOl/C+EFByzkYvZyMRc5FKdDZsoIqIw4Qh1IiKi8smougAiIiIiIqKyhE2UIBpvuSWickDjLzOxmI1czEYm5iKX6mzYRAnicHA6HxGVfbm5eapLoCIwG7mYjUzMRS7V2bCJEsRkYhxEVPZFRPB3mVTMRi5mIxNzkUt1NvzOECQqyqy6BCKiyxYdbVFdAhWB2cjFbGRiLnKpzoZNFBERERERkQ5sooiIiIiIiHRgEyUIPxGbiMoDn8+nugQqArORi9nIxFzkUp0NmyhBnM581SUQEV02u52TRqViNnIxG5mYi1yqs2ETJYjqKSNERKFgNptUl0BFYDZyMRuZmItcqrPhq3ZBLBZO5yOiss9qjVRdAhWB2cjFbGRiLnKpzoZNFBERERERkQ5sooiIiIiIiHSIUF0AneP1cgIMERXf3r27w7bvuLh41K5dp0TP9Xi8Ia6GQoXZyMVsZGIucqnOhk2UIHl5btUlEFEZ4LWfAgwGDB06MGzHsERZkfnjxhI1Ug4HJ41KxWzkYjYyMRe5VGfDJkoQ1VNGiKhs8LnsgKYhvvNomONLdrXoYty2LNhWTkV2tq1ETZTFEgGXyxPyuujyMRu5mI1MzEUu1dmwiRIkMpJxEFHxmePrwFKjnuoyCrFYzHzRIRSzkYvZyMRc5FKdDQdLEBERERER6cAmioiIiIiISAc2UYKonjJCRBQKbjdvfZGK2cjFbGRiLnKpzoZNlCC855aIygOnk5NGpWI2cjEbmZiLXKqzYRMliMXCwRJEVPZZrWbVJVARmI1czEYm5iKX6mzYRAkSEcER50RU9pnN/IOQVMxGLmYjE3ORS3U2bKKIiIiIiIh0YBNFRERERESkA5soQfLzOViCiMo+l4tvxJaK2cjFbGRiLnKpzoY3egridnPEORHJsXfv7rDuPy4uHrVr1wnrMSgQp8DKxWxkYi5yqc6GTZQgUVGcAENE6nntpwCDAUOHDgzrcSxRVmT+uJGNVCmKjo6Ew5GvugwKgtnIxFzkUp0NmyhBTCbeXUlE6vlcdkDTEN95NMzx4Wlw3LYs2FZORXa2jU1UKeIUWLmYjUzMRS7V2bCJIiKioMzxdWCpUU91GUREROLw0gcREREREZEOvBIliOopI0REpS2cwys4uKIwp5Pv7ZCK2cjEXORSnU25aKKGDx+On3/+GS1btsT06dNVl1NiHo9PdQlERKWiNIZXcHBFYZwCKxezkYm5yKU6m3LRRPXp0wfdu3fHihUrVJdyWazWSNUlEBGVinAPr+DgiuBiYiyw212qy6AgmI1MzEUu1dmUiyaqRYsWWL9+veoyLpvRaFBdAhFRqeLwitJlNPKt0FIxG5mYi1yqs1H+nbFhwwYMGTIErVu3RlJSEtauXVtom0WLFqFt27Zo1KgRevToga1btyqolIiIiIiISEAT5XA4kJSUhHHjxgVdv2rVKkycOBHDhw/H8uXLkZycjAEDBsBms5VypURERERERAKaqPT0dIwaNQp33nln0PXz5s1Dz5490b17d9SrVw/jx49HVFQUli5dWsqVhl9eHqfzERFR+DgcfG+HVMxGJuYil+psRL8nKj8/H9u3b8fgwYP9y4xGI9LS0rBp06aQHis21ur/t9vtgdPphtVqhtl87kvkcrnhcnkQHR0Z8CnJTmc+3G4vYmIsAfdnOhwueDw+xMZGwWA4934nuz0PPp+GypXPHRMAvF5O5yMiCrXS/l2ek+OE0WhATEyUf5mmacjNzUNEhBHR0Rb/cp/PB7vdBbPZFDBcyOPxwuHIh8USAYvF7F+u6r9PPCeeE8+J5yTxnDweX9jO6VJEN1GnTp2C1+tFfHx8wPL4+Hjs27fP/7hfv37YtWsXnE4n2rRpg1dffRVNmzbVdazcXCc0LXCZ0+mG01n46pDDEXwufVETQnJz84Iuz8lxBjw+/xuMiIhCo7R/lwOAz6cFXe7x+IIud7u9cLsLL3e5PHC5PIWWl/ScYmOjAs6jPJzThcrqOV2YzfnK6jkBZT+nYLmU9XMKpiyeU2xsFFwuT8jPyWAALJbYoNucT3QTVVzz589XXUJIGDicj4iIwsjA/9CIxWxkYi5yqc5G+XuiLqZatWowmUyFhkjYbDYkJCQoqoqIiIiIiCoy0U1UZGQkGjZsiMzMTP8yn8+HzMxM3bfrERERERERhYLy2/nOnDmDgwcP+h8fOnQIO3fuRJUqVVCzZk30798fY8aMQUpKClJTU7FgwQI4nU5069ZNYdXhUdQ9nURERKFgtwd/LwCpx2xkYi5yqc5GeRO1bds29OnTx/944sSJAICuXbti0qRJ6NixI7KzszF9+nScOHEC9evXx9y5c8vl7XzahZMtiIiIQsjn439npGI2MjEXuVRno7yJatGiBXbv3n3RbTIyMpCRkVFKFalTqRKn8xERUfhUrmwNOiWL1GM2MjEXuVRnI/o9UURERERERNKwiSIiIiIiItJB+e18REREZdGhQ1nIzrZdesPLEBcXj9q164T1GEREpB+bKEHOnAn+ycpERCTLoUNZaJnWHK688N6Pb4myIvPHjSFrpPjeDrmYjUzMRS7V2bCJEkT1Jy8TEVHxZGfb4MpzIr7zaJjjw3OlyG3Lgm3lVGRn20LWRBmNBuUTrSg4ZiMTc5FLdTZsogSJjo5UXQIREelgjq8DS416qssotpiYKOV/vaXgmI1MzEUu1dlwsAQREREREZEOvBJFREQk2N69F/8sRT0qVbIEvP+WgyuIiEqGTZQgGm+5JSKi/89rPwUYDBg6dGDYjhHqwRVUchpfBIjEXORSnQ2bKEEcDk7nIyKis3wuO6BpYRteEY7BFVRyubl5qkugIJiLXKqzYRMliMnEt6gREVGgsja8gkomIsIIj8enugy6AHORS3U2fNUuSFSUWXUJREREpEB0tEV1CRQEc5FLdTZsooiIiIiIiHRgE0VERERERKQDmyhB+InYREREFZPPx/fdSMRc5FKdDZsoQZzOfNUlEBERkQJ2Oyf0SsRc5FKdDZsoQSIiGAcREVFFZDabVJdAQTAXuVRnw1ftglgsnM5HRERUEVmtkapLoCCYi1yqs2ETRUREREREpAM/bJeIiIioCIcOZSE72xa2/cfFxaN27Tph2z8RhQebKEG8Xk6AISIikuLQoSy0TGsOV54zbMewRFmR+eNGJCbWDdsxqOQ8Hq/qEqgIqrNhEyVIXp5bdQlERET0/2Vn2+DKcyK+82iY40N/tchty4Jt5VRkZ9vgcPBqlEQOBycnS6U6GzZRgqieMkJERESFmePrwFKjXliPYbFEwOXyhPUYpB9zkUt1NhwsIUhkJHtaIiKiiogTemViLnKpzoZNFBERERERkQ5sooiIiIiIiHRgEyWI6ikjREREpIbbzffdSMRc5FKdDZsoQfjGRSIioorJ6eSEXomYi1yqs+EkA0EsFsZBRBRKe/fuLlP7VSGc58IPki0+q9Ws/EUhFcZc5FKdDV+1CxIRwRHnRESh4LWfAgwGDB06UHUpYpXG16jgg2TZSF2a2RzBF+sCMRe5VGfDJoqIiModn8sOaFrYPiTVuW8jTq97N+T7LU3h/hqd/0GybKKIqLxhE0VEROVWuD4k1W3LCvk+VSmND5IlIipvOFhCkPx8DpYgIiKqiFwu3jImEXORS3U2bKIEcbs54pyIiKgi4oRemZiLXKqzYRMlSFSUWXUJREREpEB0dKTqEigI5iKX6mzYRAliMjEOIiKiiogTemViLnKpzoav2omIiIiIiHRgE0VERERERKQDmyhBVE8ZISIiIjWcznzVJVAQzEUu1dmwiRLE4/GpLoGIiIgU4IRemZiLXKqzYRMliNXKCTBEREQVUUyMRXUJFARzkUt1NhFKj04BjEaD6hKIiIhCau/e3WHbd1xcPGrXrhO2/Zcmo5F/15aIucilOhs2UURERBRyXvspwGDA0KEDw3YMS5QVmT9uLDeNFBGVHWyiiIiIKOR8LjugaYjvPBrm+NA3OW5bFmwrpyI728YmiohKHZsoQfLyOJ2PiIjKF3N8HVhq1FNdhngOh0t1CRQEc5FLdTa80VMQr5fT+YiIiCoiTuiVibnIpTobNlGCREdzAgwREVFFFBsbpboECoK5yKU6GzZRghg4nI+IiKhCMvBFgEjMRS7V2bCJIiIiIiIi0oFNFBERERERkQ5sogRxOPJVl0BEREQK2O15qkugIJiLXKqzYRMliKZpqksgIiIiBXw+vgaQiLnIpTobNlGCVKrE6XxEREQVUeXKVtUlUBDMRS7V2bCJIiIiIiIi0oFNFBERERERkQ5sooiIiIiIiHRgEyXImTMu1SUQERGRAjk5TtUlUBDMRS7V2bCJEkT1Jy8TERGRGkYjXwNIxFzkUp1NuWiivv76a9x9992466678OGHH6oup8SioyNVl0BEREQKxMREqS6BgmAucqnOJkLp0UPA4/Fg0qRJeOeddxATE4Nu3bqhXbt2qFatmurSiIiIiIioHCrzV6K2bt2KevXq4corr0SlSpXQpk0b/PDDD6rLIiIiIiKickp5E7VhwwYMGTIErVu3RlJSEtauXVtom0WLFqFt27Zo1KgRevToga1bt/rXHT9+HFdeeaX/8ZVXXoljx46VSu2hpvFDsYmIiCokjS8CRGIucqnORnkT5XA4kJSUhHHjxgVdv2rVKkycOBHDhw/H8uXLkZycjAEDBsBms5VypeHncHA6HxERUUWUm5unugQKgrnIpTob5e+JSk9PR3p6epHr582bh549e6J79+4AgPHjx+Obb77B0qVLMWjQIFxxxRUBV56OHTuG1NTUsNcdDiaT8p6WiIioTNm7d3eZ3PeFxzGZjPB6fSHft8vlgsViCfl+S/MYcXHxqF27Ttj2f+hQFrKzg/9xPlS5qDyHUJCYcUSEER5P6H9min18ZUcuhvz8fGzfvh2DBw/2LzMajUhLS8OmTZsAAKmpqdi7dy+OHTuGmJgYfPfddxg2bJjuY8XGWv3/drs9cDrdsFrNMJvPfYlcLjdcLg+ioyMREWHyL3c68+F2exETY4HReK4Rcjhc8Hh8iI2NChhfbrfnwefTULnyuWMCQFSUWXfdREREFZHXfgowGDB06EDVpZRYqZyDwQhoYX6hGeZjWKKs+G3rNlx99dUAzt7GlZubh4gII6Kjz72w9/l8sNtdMJtNsFrPTTz2eLxwOPJhsUTAYjn3Wsvt9mDv3n1Ia9Ucec7wfuZQlNWKrVvOnkNOjhNGoyFgutzlnNOxY0fDfw5hzjjKasWmX7cgPr5G0JyCvS43Gg34+29H2F6XX4roJurUqVPwer2Ij48PWB4fH499+/YBACIiIjBmzBj06dMHPp8PDz/8cIkm8+XmOgu9J8npdMPpdBfa1uHID7oPuz347XhFXW5U/SFhREREZZXPZQc0DfGdR8McH56/8Dv3bcTpde+GZd9A+M+hoP7S+BqF6xhuWxZsK6fi4MHDqFq1esA6j8cX9LWU2+2F2114ucvlgcvlCViWnW1DntMZ1q9RsHPw+bSgtZfknA4ePBzWcyitjA8f/gvx8TWC5gQUfl1e0PSE+nW5wQBYLLGXrFt0E1Vcd9xxB+644w7VZRAREVEpM8fXgaVGvbDs223LCst+LxSucyiovzS+RuE8Rmko6/UDZfv7qCwS/SacatWqwWQyFRoiYbPZkJCQoKiq8PH5OAGGiIiIiOhSfD5174cChDdRkZGRaNiwITIzM/3LfD4fMjMz0bRpU4WVhYfTGfxyJBERERERnVPU7XqlRfntfGfOnMHBgwf9jw8dOoSdO3eiSpUqqFmzJvr3748xY8YgJSUFqampWLBgAZxOJ7p166aw6vCIiBDd0xIRERERiWA2m+B2e5UdX3kTtW3bNvTp08f/eOLEiQCArl27YtKkSejYsSOys7Mxffp0nDhxAvXr18fcuXPL5e18508iISIiIiKi4KzWyKDDNkqL8iaqRYsW2L374p/DkJGRgYyMjFKqiIiIiIiIqGi8f4yIiIiIiEgHNlGChOOTyomIiIiIyhuPR937oQA2UaLk5RX+YF8iIiIiIgpU1IfslhY2UYKYzSbVJRARERERiWexqB3twCZKkMhI5XM+iIiIiIjEUz3Vmk0UERERERGRDmyiiIiIiIiIdGATJYjqKSNERERERGWB2+1Renw2UYK4XGq/GYiIiIiIygKnU+1UazZRgqieMkJEREREVBZYrRwsQf9fRARHnBMRERERXYrZzBHnREREREREZQbvH/v/DAbVFQAmkxGxsbGIiYoMz619Vgvyy/L+S+MYZX3/pXGMsr7/0jgG96/+GGV9/6VxDO5f/THK+v5L4RjmqEjExsbCZDKF5bWayWQK72svlINzEJxxOL6exd2nQdM0LfSHJyIiIiIiKp94Ox8REREREZEObKKIiIiIiIh0YBNFRERERESkA5soIiIiIiIiHdhEERERERER6cAmioiIiIiISAc2UURERERERDqwiSIiIiIiItKBTRQREREREZEObKKIiIiIiIh0YBMlwKJFi9C2bVs0atQIPXr0wNatW1WXVK7Nnj0b3bt3R9OmTdGyZUsMGzYM+/btC9jG5XJh/PjxaNGiBZo2bYqRI0fi5MmTAdscOXIEgwYNQuPGjdGyZUu8+OKL8Hg8pXkq5d6bb76JpKQkPP/88/5lzEaNY8eO4YknnkCLFi2QmpqKe+65B7/99pt/vaZpePXVV9G6dWukpqaiX79+2L9/f8A+/v77b4wePRrNmjVD8+bN8dRTT+HMmTOlfCbli9frxSuvvIK2bdsiNTUV7dq1w8yZM6Fpmn8bZlM6NmzYgCFDhqB169ZISkrC2rVrA9aHKoddu3bhgQceQKNGjZCeno45c+aE+9TKtIvl4na78dJLL+Gee+5BkyZN0Lp1a/zrX//CsWPHAvbBXMLjUj8z53vmmWeQlJSE+fPnByxXmQ2bKMVWrVqFiRMnYvjw4Vi+fDmSk5MxYMAA2Gw21aWVWz///DMefPBBfPDBB5g3bx48Hg8GDBgAh8Ph3+aFF17A119/jVdeeQULFy7E8ePHMWLECP96r9eLwYMHw+12Y8mSJZg0aRKWL1+O6dOnqzilcmnr1q1YsmQJkpKSApYzm9J3+vRp3H///TCbzZgzZw7+97//YcyYMahSpYp/mzlz5mDhwoX473//iw8++ABWqxUDBgyAy+Xyb/PEE0/g999/x7x58zBr1ixs3LgRzzzzjIpTKjfmzJmDxYsX45lnnsGqVavwxBNPYO7cuVi4cGHANswm/BwOB5KSkjBu3Lig60ORg91ux4ABA1CzZk0sW7YM//rXvzBjxgy8//77YT+/supiueTl5WHHjh0YOnQoli1bhhkzZuDPP//E0KFDA7ZjLuFxqZ+ZAl988QW2bNmCK664otA6pdlopNQ//vEPbfz48f7HXq9Xa926tTZ79myFVVUsNptNS0xM1H7++WdN0zQtJydHa9iwobZ69Wr/Nr///ruWmJiobdq0SdM0Tfvmm2+05ORk7cSJE/5t3nvvPa1Zs2aay+Uq1frLI7vdrt11113aDz/8oGVkZGjPPfecpmnMRpWXXnpJu//++4tc7/P5tFatWmlz5871L8vJydFSUlK0lStXapp2LqetW7f6t/n222+1pKQk7a+//gpf8eXcoEGDtCeffDJg2YgRI7TRo0drmsZsVElMTNS++OIL/+NQ5bBo0SLtpptuCvhd9tJLL2l33313uE+pXLgwl2C2bNmiJSYmaocPH9Y0jbmUlqKy+euvv7Rbb71V27Nnj3b77bdr8+bN869TnQ2vRCmUn5+P7du3Iy0tzb/MaDQiLS0NmzZtUlhZxZKbmwsA/r+qb9u2DW63OyCXunXrombNmti8eTMAYPPmzUhMTERCQoJ/m9atW8Nut+P3338vveLLqQkTJiA9PT0gA4DZqPLVV18hJSUFjzzyCFq2bIkuXbrggw8+8K8/dOgQTpw4EZBLbGwsGjdu7P9dtmnTJlSuXBmNGjXyb5OWlgaj0chbmC9D06ZN8dNPP+HPP/8EcPa2lV9++QVt2rQBwGykCFUOmzdvRvPmzREZGenfpnXr1vjzzz9x+vTpUjqb8s1ut8NgMKBy5coAmItKPp8P//znPzFgwADccMMNhdarzibisp5Nl+XUqVPwer2Ij48PWB4fH1/oPToUHj6fDy+88AKaNWuGxMREAMDJkydhNpv9v0ALxMfH48SJE/5tzn+RDsD/uGAbKpn//e9/2LFjBz766KNC65iNGllZWVi8eDH69++PIUOG4LfffsNzzz0Hs9mMrl27+r+uwX6XFbxf7eTJk4iLiwtYHxERgSpVqjCXyzBo0CDY7XZ06NABJpMJXq8Xo0aNwr333gsAzEaIUOVw8uRJ1K5dO2Cbgt9vJ0+eDLjFlvRzuVyYMmUKOnXqhJiYGADMRaU5c+YgIiICffr0CbpedTZsoqhCGz9+PPbu3Yv33ntPdSkE4OjRo3j++efx9ttvw2KxqC6H/j9N05CSkoLHH38cANCgQQPs3bsXS5YsQdeuXRVXV7GtXr0an376KaZOnYp69eph586dmDhxIq644gpmQ6SD2+3Go48+Ck3TMH78eNXlVHjbtm3DO++8g2XLlsFgMKguJyjezqdQtWrVYDKZCg2RsNlshf6STqE3YcIEfPPNN1iwYAFq1KjhX56QkAC3242cnJyA7W02G6pXr+7f5sKJcAWPC7Yh/bZv3w6bzYZu3bqhQYMGaNCgAX7++WcsXLgQDRo0YDaKVK9eHXXr1g1Ydv311+PIkSP+9QAu+rssISEB2dnZAes9Hg9Onz7NXC7D5MmTMWjQIHTq1AlJSUno0qUL+vbti9mzZwNgNlKEKoeL/X7j64aSc7vdeOyxx3DkyBG8/fbb/qtQAHNRZePGjbDZbLj99tv9rwcOHz6MF198EW3btgWgPhs2UQpFRkaiYcOGyMzM9C/z+XzIzMxE06ZNFVZWvmmahgkTJuCLL77AggULUKdOnYD1KSkpMJvNAbns27cPR44cQZMmTQAATZo0wZ49ewL+g/jjjz8iJiYG9erVK5XzKI9uueUWfPrpp1ixYoX/fykpKbjnnnv8/2Y2pa9Zs2b+99wU2L9/P2rVqgUAqF27NqpXrx6Qi91ux5YtW/y/y5o2bYqcnBxs27bNv81PP/0En8+H1NTUUjiL8ikvL6/QX2lNJpN/xDmzkSFUOTRp0gQbN26E2+32b/Pjjz/iuuuu4y1jJVTQQB04cADz589HtWrVAtYzFzXuu+8+fPLJJwGvB6644goMGDAAc+fOBSAgm8seTUGX5X//+5+WkpKiLVu2TPv999+1//znP1rz5s0DJotRaI0bN0678cYbtfXr12vHjx/3/8/pdPq3eeaZZ7TbbrtNy8zM1H777TetV69eWq9evfzrPR6P1rlzZ+2hhx7Sdu7cqX333XfaLbfcok2dOlXFKZVr50/n0zRmo8KWLVu0Bg0aaG+88Ya2f/9+7ZNPPtEaN26sffzxx/5tZs+erTVv3lxbu3attmvXLm3o0KFa27Zttby8PP82AwYM0Lp06aJt2bJF27hxo3bXXXdpjz/+uIpTKjfGjBmj3XrrrdrXX3+tZWVlaZ9//rnWokULbfLkyf5tmE3psNvt2o4dO7QdO3ZoiYmJ2rx587QdO3b4p7yFIoecnBwtLS1N++c//6nt2bNH+9///qc1btxYW7JkSamfb1lxsVzy8/O1IUOGaG3atNF27twZ8Jrg/GluzCU8LvUzc6ELp/Npmtps2EQJsHDhQu22227TGjZsqP3jH//QNm/erLqkci0xMTHo/5YuXerfJi8vT/vvf/+r3XTTTVrjxo214cOHa8ePHw/Yz6FDh7SHH35YS01N1Vq0aKFNmjRJc7vdpX065d6FTRSzUeOrr77SOnfurKWkpGjt27fX3n///YD1Pp9Pe+WVV7S0tDQtJSVF69u3r7Zv376AbU6dOqU9/vjjWpMmTbRmzZppY8eO1ex2e2meRrmTm5urPffcc9ptt92mNWrUSLvjjju0l19+OeAFILMpHT/99FPQ/7aMGTNG07TQ5bBz507t/vvv11JSUrRbb72VH4lyCRfLJSsrq8jXBD/99JN/H8wlPC71M3OhYE2UymwMmnbex5oTERERERHRRfE9UURERERERDqwiSIiIiIiItKBTRQREREREZEObKKIiIiIiIh0YBNFRERERESkA5soIiIiIiIiHdhEERERERER6cAmioiIiIiISAc2UURE5cyhQ4eQlJSEnTt3qi7F748//kDPnj3RqFEj3HfffaV+fKfTiZEjR6JZs2ZISkpCTk5OqddARETlB5soIqIQGzt2LJKSkvDmm28GLF+7di2SkpIUVaXWa6+9BqvVijVr1mD+/Pmlfvzly5dj48aNWLJkCb7//nvExsaWeg1ERFR+sIkiIgoDi8WCOXPm4PTp06pLCZn8/PwSP/fgwYO48cYbUatWLVSrVq3Ua8rKykLdunWRmJiI6tWrw2Aw6D6W1+uFz+fT/bzy6nK+H0LN7XarLoGIKhg2UUREYZCWloaEhATMnj27yG1ee+21Qre2zZ8/H23btvU/Hjt2LIYNG4ZZs2YhLS0NzZs3x4wZM+DxePDiiy/i5ptvRps2bbB06dJC+9+3bx/+7//+D40aNULnzp3x888/B6zfs2cPHn74YTRt2hRpaWn45z//iezsbP/63r17Y8KECXj++efRokULDBgwIOh5+Hw+zJgxA23atEFKSgruu+8+fPfdd/71SUlJ2L59O2bOnImkpCS89tprQfdTcLwJEybgxhtvRIsWLfDKK69A0zT/Nm3btsXMmTPxr3/9C82aNcMzzzwDANi4cSMeeOABpKamIj09Hc899xwcDod/v2+//TY2bNiApKQk9O7dG8DZJuDFF1/ErbfeiiZNmqBHjx5Yv369/1jLli1D8+bN8eWXX6Jjx45o1KgRjhw5UuznrVu3Dh06dEDTpk0xYMAAHD9+POB8P/roI3Tq1AkpKSlo3bo1JkyY4F+Xk5ODp59+GrfccguaNWuGPn36YNeuXf71u3btQu/evdG0aVM0a9YM3bp1w2+//Rb061qQwXvvvYeHH34YqampuOOOO7BmzZqAbY4ePYpHH30UzZs3x80334yhQ4fi0KFD/vUF34tvvPEGWrdujfbt2wc9VsF253v++ef9X3cAWLNmDe655x6kpqaiRYsW6Nevnz8vAPjwww/RoUMHNGrUCO3bt8eiRYv86wpuV121ahUyMjLQqFEjfPrpp0WeOxFROLCJIiIKA6PRiMcffxzvvvsu/vrrr8va108//YTjx4/j3XffxdixY/Haa69h8ODBqFKlCj744AP83//9H8aNG1foOJMnT0b//v2xYsUKNGnSBEOGDMGpU6cAnH2R3rdvXzRo0AAfffQR5s6dC5vNhsceeyxgH8uXL4fZbMbixYsxfvz4oPW98847mDdvHsaMGYNPPvkErVu3xrBhw7B//34AwPfff48bbrgBDz30EL7//ns89NBDRZ7r8uXLYTKZ8OGHH+Lpp5/G/Pnz8eGHHwZs8/bbbyM5ORkrVqzAsGHDcPDgQQwcOBB33XUXPvnkE0ybNg2//PILnn32WQBnm9WePXuiadOm+P777/1N3IQJE7Bp0yZMmzYNn3zyCdq3b4+HH37YXzcA5OXlYc6cOXjuueewcuVKxMfHF/t5b7/9NiZPnox3330XR48exYsvvuhf/95772HChAno2bMnPv30U7z++uu4+uqr/esfffRR2Gw2zJkzB8uWLUPDhg3Rt29f/P333wCAJ554AjVq1MBHH32EZcuWYeDAgTCbzUV+XQHg1Vdfxd13342PP/4Y99xzDx5//HH88ccfAM5eyRkwYAAqVaqERYsWYfHixYiOjsbDDz8ccMUpMzMTf/75J+bNm3fRPxBczPHjxzF69Gh0794dq1atwjvvvIM777zT3yx/8sknePXVVzFq1CisWrUKjz/+OKZPn47ly5cH7GfKlCno06cPVq1ahdatW5eoFiKiEtOIiCikxowZow0dOlTTNE3r2bOn9uSTT2qapmlffPGFlpiY6N9u+vTp2r333hvw3Hnz5mm33357wL5uv/12zev1+pfdfffd2gMPPOB/7PF4tCZNmmgrV67UNE3TsrKytMTERG327Nn+bdxut9amTRvtzTff1DRN02bOnKk99NBDAcc+evSolpiYqO3bt0/TNE3LyMjQunTpcsnzbd26tfbGG28ELOvevbv23//+1//43nvv1aZPn37R/WRkZGgdOnTQfD6ff9lLL72kdejQwf/49ttv14YNGxbwvKeeekr7z3/+E7Bsw4YNWnJyspaXl6dpmqY999xzWkZGhn/94cOHtfr162t//fVXwPP69u2rTZ06VdM0TVu6dKmWmJio7dy5s0TPO3DggH/9u+++q6Wlpfkft27dWnv55ZeDfh02bNigNWvWTHO5XAHL27Vrpy1ZskTTNE1r2rSptmzZsqDPDyYxMVF75plnApb16NFDGzdunKZpmrZixQrt7rvvDvjau1wuLTU1VVu3bp2maWe/F9PS0grVdaHzv/8LnP/137Ztm5aYmKgdOnQo6PPbtWunffrppwHLZs6cqfXq1UvTtHPf3/Pnz7/EWRMRhU+E6iaOiKg8e+KJJ9C3b98ib4Urjnr16sFoPHfjQEJCAm644Qb/Y5PJhKpVq8JmswU8r2nTpv5/R0REICUlBfv27QNw9naw9evXB2xT4ODBg7juuusAAA0bNrxobXa7HcePH0ezZs0Cljdr1izg9rPiaty4ccD7lZo0aYJ58+bB6/XCZDIBAFJSUgKes2vXLuzevTvgli5N0+Dz+XDo0CHUrVu30HH27NkDr9db6Ja0/Px8VK1a1f/YbDYHDAMp7vOsVmvAlaUrrrjCn4/NZsPx48fRsmXLoF+D3bt3w+FwoEWLFgHL8/LycPDgQQBA//798e9//xsff/wx0tLS0L59+4DjBXNh1k2aNPFPcNy1axcOHjxYKEeXy+U/JgAkJiYiMjLyose5lOTkZLRs2RL33HMPWrdujdatW+Puu+9GlSpV4HA4cPDgQTz99NP4z3/+43+Ox+MpNAzkwu8DIqLSxCaKiCiMbrrpJrRu3RpTp05Ft27dAtYZDIaA9/sAZ18sXigiIvBXtcFgCLpMz9ADh8OB22+/HU888UShddWrV/f/22q1FnufpeXCmhwOB/7v//4v4D03Ba666qqg+3A4HDCZTFi6dKm/OSsQHR3t/3dUVFRAU1fc5wXLpyBri8VysdPDmTNnUL16dSxcuLDQuoJGYuTIkejcuTO+/fZbfPfdd5g+fTqmTZuGO++886L7LorD4UDDhg0xZcqUQuvi4uL8/y7O98Olvq9NJhPmzZuHX3/9FT/88AMWLlyIadOm4YMPPvDv/9lnn0Xjxo0D9nH+HxKAwK83EVFpYxNFRBRmo0ePRpcuXfxXdwrExcXh5MmT0DTN/0I9lJ/ttHnzZtx0000Azr6I3b59Ox588EEAZ68wffbZZ6hVq1ahF/x6xMTE4IorrsCvv/6Km2++2b/8119/RWpqqu79bd26NeDxli1bcM011xRqWM7XoEED/P7777jmmmuKfZz69evD6/UiOzsbzZs3D/vzzhcTE4NatWohMzMTt9xyS6H1DRs2xMmTJ2EymVC7du0i93PdddfhuuuuQ79+/fD4449j6dKlF22iNm/ejC5duvgfb9myBfXr1/cfc/Xq1YiPj0dMTEyJzqtAXFwc9u7dG7Bs586dAe/ZMhgMuPHGG3HjjTdi+PDhuP3227F27Vr0798fV1xxBbKysnDvvfdeVh1EROHEwRJERGGWlJSEe+65p9CVhRYtWiA7Oxtz5szBwYMHsWjRIqxbty5kx33vvffwxRdf4I8//sCECRNw+vRpdO/eHQDwwAMP4PTp03j88cexdetWHDx4EOvWrcOTTz4Jr9er6zgDBgzAnDlzsGrVKuzbtw9TpkzBrl270KdPH901HzlyBBMnTsS+ffuwcuVKvPvuu5fcz8CBA7Fp0yZMmDABO3fuxP79+7F27dqAaXcXuu6663DPPffgX//6Fz7//HNkZWVh69atmD17Nr755puQP+9CI0eOxLx58/DOO+9g//792L59u//7Iy0tDU2aNMHw4cPx/fff49ChQ/j1118xbdo0/Pbbb8jLy8OECROwfv16HD58GL/88gt+++23oLctnm/NmjX46KOP8Oeff2L69OnYunUrMjIyAAD33HMPqlWrhqFDh2Ljxo3IysrC+vXr8dxzz+kejHLLLbdg27ZtWLFiBfbv34/p06cHNFVbtmzBrFmz8Ntvv+HIkSP4/PPPkZ2djeuvvx4A8Mgjj+DNN9/EO++8gz///BO7d+/G0qVLMW/ePF11EBGFE69EERGVgkceeQSrVq0KWFa3bl2MGzcOs2fPxhtvvIG77roLDz30ED744IOQHHP06NF48803sXPnTlxzzTV44403/LdmXXnllVi8eDGmTJmCAQMGID8/HzVr1sStt95a6LapS+nTpw/sdjsmTZqE7Oxs1K1bF6+//jquvfZa3TV36dIFeXl56NGjB0wmE/r06YNevXpd9DnJyclYuHAhXnnlFTzwwAMAgDp16qBjx44Xfd7EiRPxxhtvYNKkSTh+/DiqVq2KJk2a4LbbbgvL887XtWtXuFwuzJ8/H5MnT0bVqlX977MyGAx488038corr+DJJ5/EqVOnkJCQgObNmyMhIQFGoxF///03xowZg5MnT6JatWq466678Mgjj1z0mCNHjsSqVaswfvx4VK9eHVOnTkW9evUAnL1N791338WUKVMwYsQInDlzBldeeSVatmyp+8rUrbfeimHDhuGll16Cy+VC9+7d0aVLF+zZswfA2StxGzZswIIFC2C321GzZk2MHTsW6enpAIAePXogKioKb731FiZPnozo6GgkJiaib9++uuogIgong3bhjctEREQK9O7dG8nJyXj66adVl1LuJCUlYebMmWjXrp3qUoiIygXezkdERERERKQDmygiIiIiIiIdeDsfERERERGRDrwSRUREREREpAObKCIiIiIiIh3YRBEREREREenAJoqIiIiIiEgHNlFEREREREQ6sIkiIiIiIiLSgU0UERERERGRDmyiiIiIiIiIdPh/T3TWnyMO8S8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the number of preferences per user\n",
    "preferences_per_user = user_intersting_clips[\"user_id\"].value_counts()\n",
    "\n",
    "# Determine the maximum number of preferences\n",
    "max_preferences = preferences_per_user.max()\n",
    "\n",
    "# Choose bins using Sturges' rule, but ensure a minimum of 15 bins and a maximum of 30\n",
    "n_bins = max(30, min(100, int(np.ceil(np.log2(len(preferences_per_user)) + 1))))\n",
    "\n",
    "# Calculate bin edges using a linear scale\n",
    "bin_edges = np.linspace(preferences_per_user.min(), max_preferences, n_bins)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.hist(preferences_per_user, bins=bin_edges, edgecolor=\"black\")\n",
    "plt.yscale(\"log\")\n",
    "plt.xlabel(\"Number of preferences per user\")\n",
    "plt.ylabel(\"Number of users (log scale)\")\n",
    "plt.title(\"Distribution of User Preferences\")\n",
    "plt.grid(axis=\"both\", linestyle=\"--\", alpha=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:59.207707Z",
     "start_time": "2024-05-26T00:24:59.205659Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:18:17.846115Z",
     "iopub.status.busy": "2024-08-23T03:18:17.845888Z",
     "iopub.status.idle": "2024-08-23T03:18:22.504239Z",
     "shell.execute_reply": "2024-08-23T03:18:22.503651Z",
     "shell.execute_reply.started": "2024-08-23T03:18:17.846099Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary of user_interesting_clips:\n",
      "Total requests: 6,025,962\n",
      "Unique clips: 3,012,981\n",
      "Fraction of total clips: 10.22%\n",
      "Time Validation:\n",
      "Earliest timestamp: 2024-08-09 21:00:00.482022+00:00\n",
      "Latest timestamp:   2024-08-22 22:11:30.339346+00:00\n",
      "Earliest timestamp: 2024-08-09 21:00:27.878346+00:00\n",
      "Latest timestamp:   2024-08-22 22:11:05.252189+00:00\n"
     ]
    }
   ],
   "source": [
    "print(\"Summary of user_interesting_clips:\")\n",
    "print(f\"Total requests: {user_intersting_clips.shape[0]:,}\")\n",
    "print(f\"Unique clips: {user_intersting_clips.shape[0] // 2:,}\")\n",
    "print(\n",
    "    f\"Fraction of total clips: {user_intersting_clips.shape[0] / total_clip_counts:.2%}\"\n",
    ")\n",
    "print(\"Time Validation:\")\n",
    "print(f\"Earliest timestamp: {user_intersting_clips['created_at'].min()}\")\n",
    "print(f\"Latest timestamp:   {user_intersting_clips['created_at'].max()}\")\n",
    "model_to_test = target_model_name\n",
    "print(\n",
    "    f\"Earliest timestamp: {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].min()}\"\n",
    ")\n",
    "print(\n",
    "    f\"Latest timestamp:   {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].max()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:00.484734Z",
     "start_time": "2024-05-26T00:25:00.377280Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:18:22.505127Z",
     "iopub.status.busy": "2024-08-23T03:18:22.504968Z",
     "iopub.status.idle": "2024-08-23T03:18:22.525180Z",
     "shell.execute_reply": "2024-08-23T03:18:22.524730Z",
     "shell.execute_reply.started": "2024-08-23T03:18:22.505111Z"
    }
   },
   "outputs": [],
   "source": [
    "# from preference_data_selection import parse_for_tag, parse_for_one_box\n",
    "# user_intersting_clips[\"tags\"] = user_intersting_clips[\"metadata\"].apply(parse_for_tag)\n",
    "# user_intersting_clips[\"is_onebox\"] = user_intersting_clips[\"metadata\"].apply(parse_for_one_box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:00.893917Z",
     "start_time": "2024-05-26T00:25:00.485775Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:18:22.526074Z",
     "iopub.status.busy": "2024-08-23T03:18:22.525798Z",
     "iopub.status.idle": "2024-08-23T03:19:15.919873Z",
     "shell.execute_reply": "2024-08-23T03:19:15.919268Z",
     "shell.execute_reply.started": "2024-08-23T03:18:22.526058Z"
    }
   },
   "outputs": [],
   "source": [
    "user_compare_mask = (\n",
    "    user_intersting_clips[\"created_at\"] >= cutoff_date\n",
    "    # & (\n",
    "    #     (user_intersting_clips[\"model_name\"].str.startswith(\"chirp-v3p5-engine-t\"))\n",
    "    #     | (user_intersting_clips[\"model_name\"].str.startswith(\"chirp-v3p5-engine-s\"))\n",
    "    # )\n",
    "    # & (user_intersting_clips[\"is_pro_user\"])\n",
    "    # & (user_intersting_clips[\"is_onebox\"] == True)\n",
    ")\n",
    "# # this is fucked up sometimes one box doesn't give prompt to one generation\n",
    "extra_compare_mask = user_intersting_clips[user_compare_mask][\"request_id\"].isin(\n",
    "    user_intersting_clips[user_compare_mask][\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[user_intersting_clips[user_compare_mask][\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "\n",
    "user_compare_mask = user_compare_mask & extra_compare_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:01.140472Z",
     "start_time": "2024-05-26T00:25:00.895575Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:19:15.920806Z",
     "iopub.status.busy": "2024-08-23T03:19:15.920641Z",
     "iopub.status.idle": "2024-08-23T03:23:44.738185Z",
     "shell.execute_reply": "2024-08-23T03:23:44.737615Z",
     "shell.execute_reply.started": "2024-08-23T03:19:15.920790Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6025962, 47)\n",
      "Model Name Value Counts and Fractions:\n",
      "chirp-v3p5-engine-s-8: 4725955 (78.43%)\n",
      "chirp-v3p5-engine-upload-4: 385054 (6.39%)\n",
      "chirp-v3p5-engine-t-2: 271655 (4.51%)\n",
      "chirp-v3p5-engine-s-24: 134908 (2.24%)\n",
      "chirp-v3p5-engine-s-23: 90819 (1.51%)\n",
      "chirp-v3p5-engine-s-8-min_p: 35488 (0.59%)\n",
      "chirp-v3p5-engine-t-2_text_cfg_12: 30845 (0.51%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-5: 27468 (0.46%)\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12: 27425 (0.46%)\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13: 27297 (0.45%)\n",
      "chirp-v3p5-engine-t-2_text_cfg_13: 27177 (0.45%)\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3: 26128 (0.43%)\n",
      "chirp-v3p5-engine-s-8-codec-exp: 17654 (0.29%)\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3: 17619 (0.29%)\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20: 17500 (0.29%)\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85: 17376 (0.29%)\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_95: 17152 (0.28%)\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default: 16881 (0.28%)\n",
      "chirp-v3p5-engine-t-2-3: 12363 (0.21%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-2: 11386 (0.19%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-3: 9120 (0.15%)\n",
      "chirp-v3p5-engine-t-2-2: 8698 (0.14%)\n",
      "chirp-v3p5-engine-s-8-codec-exp-4: 8194 (0.14%)\n",
      "chirp-v3p5-engine-s-22: 7074 (0.12%)\n",
      "chirp-v3p5-engine-t-2-7: 5373 (0.09%)\n",
      "chirp-v3p5-engine-ft-1: 5106 (0.08%)\n",
      "chirp-v3p5-engine-t-2-10: 4727 (0.08%)\n",
      "chirp-v3p5-engine-t-2-3-c: 4701 (0.08%)\n",
      "chirp-v3p5-engine-t-2-rr: 4552 (0.08%)\n",
      "chirp-v3p5-engine-t-2-s8-v5-s: 4077 (0.07%)\n",
      "chirp-v3p5-engine-t-2_text_cfg_11: 3978 (0.07%)\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max: 3967 (0.07%)\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11: 3827 (0.06%)\n",
      "chirp-v3p5-engine-t-2-1: 3453 (0.06%)\n",
      "chirp-v3p5-engine-t-1-19: 3090 (0.05%)\n",
      "chirp-v3p5-engine-t-2-s8-v5: 2707 (0.04%)\n",
      "chirp-v3p5-engine-t-2-s8-v2: 2033 (0.03%)\n",
      "chirp-v3p5-engine-t-2-r: 1861 (0.03%)\n",
      "chirp-v3p5-engine-b: 1274 (0.02%)\n"
     ]
    }
   ],
   "source": [
    "user_intersting_clips_3p5 = (\n",
    "    user_intersting_clips[user_compare_mask].reset_index().copy()\n",
    ")\n",
    "\n",
    "\n",
    "def modify_model_name(model_name, metadata):\n",
    "    if model_name.startswith(\"chirp-v3p5-engine-t\"):\n",
    "        if \"param_experiment\" in metadata:\n",
    "            exp = metadata.get(\"param_experiment\", \"\")\n",
    "            if exp:\n",
    "                return f\"{model_name}_{exp}\"\n",
    "    return model_name\n",
    "\n",
    "\n",
    "user_intersting_clips_3p5[\"model_name\"] = user_intersting_clips_3p5.apply(\n",
    "    lambda row: modify_model_name(row[\"model_name\"], row[\"metadata\"]), axis=1\n",
    ")\n",
    "user_intersting_clips_3p5 = user_intersting_clips_3p5.sort_values(\n",
    "    by=[\"request_id\", \"preference\"]\n",
    ")\n",
    "print(user_intersting_clips_3p5.shape)\n",
    "model_counts = user_intersting_clips_3p5[\"model_name\"].value_counts()\n",
    "model_fracs = model_counts / model_counts.sum()\n",
    "\n",
    "print(\"Model Name Value Counts and Fractions:\")\n",
    "print_out_value_counts_nicely(user_intersting_clips_3p5, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.009450Z",
     "start_time": "2024-05-26T00:25:01.523515Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:23:44.739074Z",
     "iopub.status.busy": "2024-08-23T03:23:44.738913Z",
     "iopub.status.idle": "2024-08-23T03:24:27.102114Z",
     "shell.execute_reply": "2024-08-23T03:24:27.101511Z",
     "shell.execute_reply.started": "2024-08-23T03:23:44.739059Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 637\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 2553\n",
      "chirp-v3p5-engine-s-22_win_over_chirp-v3p5-engine-s-8, win ratio 0.516, counts 3651\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-23, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-8, win ratio 0.526, counts 47768\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 21\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.519, counts 69930\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.488, counts 5548\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.485, counts 4418\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.496, counts 4063\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 13717\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8-codec-exp_win_over_chirp-v3p5-engine-s-8, win ratio 0.479, counts 8464\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8, win ratio 0.486, counts 17252\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 1.000, counts 9\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-22, win ratio 0.484, counts 3423\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-23, win ratio 0.474, counts 43043\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.481, counts 64935\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 2175880\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp, win ratio 0.521, counts 9190\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 0.512, counts 5826\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 0.515, counts 4694\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 0.504, counts 4127\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 0.500, counts 13739\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 0.514, counts 18218\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2, win ratio 0.667, counts 6\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10, win ratio 0.578, counts 2733\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.596, counts 4108\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3-c, win ratio 0.532, counts 2503\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-7, win ratio 0.577, counts 3099\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-r, win ratio 0.622, counts 1158\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-rr, win ratio 0.610, counts 2778\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-s8-v5-s, win ratio 0.585, counts 2384\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-1-19_win_over_chirp-v3p5-engine-t-2, win ratio 0.506, counts 1564\n",
      "chirp-v3p5-engine-t-2-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.422, counts 1994\n",
      "chirp-v3p5-engine-t-2-1_win_over_chirp-v3p5-engine-t-2, win ratio 0.511, counts 1763\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2, win ratio 0.518, counts 4507\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-3-c_win_over_chirp-v3p5-engine-s-8, win ratio 0.468, counts 2198\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.404, counts 2780\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2, win ratio 0.514, counts 2811\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2-3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.423, counts 2270\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-t-2-7, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-t-2-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.378, counts 703\n",
      "chirp-v3p5-engine-t-2-rr_win_over_chirp-v3p5-engine-s-8, win ratio 0.390, counts 1774\n",
      "chirp-v3p5-engine-t-2-s8-v2_win_over_chirp-v3p5-engine-t-2, win ratio 0.496, counts 1008\n",
      "chirp-v3p5-engine-t-2-s8-v5-s_win_over_chirp-v3p5-engine-s-8, win ratio 0.415, counts 1693\n",
      "chirp-v3p5-engine-t-2-s8-v5_win_over_chirp-v3p5-engine-t-2, win ratio 0.479, counts 1296\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2, win ratio 0.441, counts 7449\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.527, counts 9278\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2, win ratio 0.499, counts 8722\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_default, win ratio 0.500, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85_win_over_chirp-v3p5-engine-t-2, win ratio 0.507, counts 8806\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_85, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_95_win_over_chirp-v3p5-engine-t-2, win ratio 0.492, counts 8435\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.516, counts 13476\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_text_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.532, counts 2036\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.545, counts 14960\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.544, counts 14861\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13_win_over_chirp-v3p5-engine-t-2_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_win_over_chirp-v3p5-engine-t-2, win ratio 0.516, counts 2048\n",
      "chirp-v3p5-engine-t-2_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.509, counts 2024\n",
      "chirp-v3p5-engine-t-2_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.532, counts 16394\n",
      "chirp-v3p5-engine-t-2_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.531, counts 14435\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 3\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-1-19, win ratio 0.494, counts 1526\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 4523\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-1, win ratio 0.489, counts 1690\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 0.482, counts 4188\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.486, counts 2662\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v2, win ratio 0.504, counts 1025\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v5, win ratio 0.521, counts 1411\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_default, win ratio 0.559, counts 9429\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 0.473, counts 8336\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 0.501, counts 8774\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_85, win ratio 0.493, counts 8568\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 0.508, counts 8713\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_n_repeat_tags_3, win ratio 0.484, counts 12650\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max, win ratio 0.484, counts 1919\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11, win ratio 0.468, counts 1791\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12, win ratio 0.455, counts 12465\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13, win ratio 0.456, counts 12434\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_11, win ratio 0.491, counts 1954\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_12, win ratio 0.468, counts 14450\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_13, win ratio 0.469, counts 12742\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 192527\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preferfence_counts(user_intersting_clips_3p5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.332947Z",
     "start_time": "2024-05-26T00:25:02.010694Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:24:27.103063Z",
     "iopub.status.busy": "2024-08-23T03:24:27.102897Z",
     "iopub.status.idle": "2024-08-23T03:25:10.599731Z",
     "shell.execute_reply": "2024-08-23T03:25:10.599134Z",
     "shell.execute_reply.started": "2024-08-23T03:24:27.103047Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first gen\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 474\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 2259\n",
      "chirp-v3p5-engine-s-22_win_over_chirp-v3p5-engine-s-8, win ratio 0.527, counts 3369\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-23, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-8, win ratio 0.544, counts 44548\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 19\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.535, counts 64942\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.487, counts 4920\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 1.000, counts 6\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.485, counts 3978\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 1.000, counts 4\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.495, counts 3644\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, counts 12305\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 1.000, counts 5\n",
      "chirp-v3p5-engine-s-8-codec-exp_win_over_chirp-v3p5-engine-s-8, win ratio 0.479, counts 7632\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8, win ratio 0.486, counts 15358\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 1.000, counts 8\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-22, win ratio 0.473, counts 3019\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-23, win ratio 0.456, counts 37359\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.465, counts 56358\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 1952146\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp, win ratio 0.521, counts 8298\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 0.513, counts 5192\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 0.515, counts 4219\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 0.505, counts 3716\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 0.500, counts 12291\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 0.514, counts 16255\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2, win ratio 0.667, counts 6\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10, win ratio 0.589, counts 2488\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.609, counts 3773\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3-c, win ratio 0.540, counts 2291\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-7, win ratio 0.592, counts 2821\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-r, win ratio 0.635, counts 1072\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-rr, win ratio 0.625, counts 2529\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-s8-v5-s, win ratio 0.596, counts 2162\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 1.000, counts 3\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-1-19_win_over_chirp-v3p5-engine-t-2, win ratio 0.512, counts 1378\n",
      "chirp-v3p5-engine-t-2-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.411, counts 1737\n",
      "chirp-v3p5-engine-t-2-1_win_over_chirp-v3p5-engine-t-2, win ratio 0.513, counts 1577\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2, win ratio 0.519, counts 4011\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-3-c_win_over_chirp-v3p5-engine-s-8, win ratio 0.460, counts 1954\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.391, counts 2426\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2, win ratio 0.518, counts 2531\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2-3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.408, counts 1943\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-t-2-7, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.365, counts 616\n",
      "chirp-v3p5-engine-t-2-rr_win_over_chirp-v3p5-engine-s-8, win ratio 0.375, counts 1520\n",
      "chirp-v3p5-engine-t-2-s8-v2_win_over_chirp-v3p5-engine-t-2, win ratio 0.499, counts 896\n",
      "chirp-v3p5-engine-t-2-s8-v5-s_win_over_chirp-v3p5-engine-s-8, win ratio 0.404, counts 1466\n",
      "chirp-v3p5-engine-t-2-s8-v5_win_over_chirp-v3p5-engine-t-2, win ratio 0.481, counts 1139\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2, win ratio 0.437, counts 6568\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.531, counts 8339\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2, win ratio 0.501, counts 7796\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85_win_over_chirp-v3p5-engine-t-2, win ratio 0.508, counts 7799\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_85, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_95_win_over_chirp-v3p5-engine-t-2, win ratio 0.491, counts 7467\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.517, counts 11977\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2_text_cfg_12, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.533, counts 1833\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.548, counts 13335\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.544, counts 13118\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13_win_over_chirp-v3p5-engine-t-2_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_win_over_chirp-v3p5-engine-t-2, win ratio 0.521, counts 1838\n",
      "chirp-v3p5-engine-t-2_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.509, counts 1823\n",
      "chirp-v3p5-engine-t-2_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.533, counts 14600\n",
      "chirp-v3p5-engine-t-2_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.534, counts 12880\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.333, counts 3\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-1-19, win ratio 0.488, counts 1312\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 4021\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-1, win ratio 0.487, counts 1498\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 0.481, counts 3713\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.482, counts 2355\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v2, win ratio 0.501, counts 898\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v5, win ratio 0.519, counts 1227\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_default, win ratio 0.563, counts 8451\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 0.469, counts 7377\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 0.499, counts 7766\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_85, win ratio 0.492, counts 7562\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 0.509, counts 7750\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_n_repeat_tags_3, win ratio 0.483, counts 11177\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max, win ratio 0.479, counts 1690\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11, win ratio 0.467, counts 1603\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12, win ratio 0.452, counts 10992\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13, win ratio 0.456, counts 10998\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_11, win ratio 0.491, counts 1758\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_12, win ratio 0.467, counts 12781\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_13, win ratio 0.466, counts 11231\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"first gen\")\n",
    "first_gen_slice_df = user_intersting_clips_3p5[\n",
    "    (user_intersting_clips_3p5[\"continued_parent\"].isna())\n",
    "].copy()\n",
    "if first_gen_slice_df.shape[0] > 0:\n",
    "    get_preferfence_counts(\n",
    "        user_intersting_clips_3p5[\n",
    "            (user_intersting_clips_3p5[\"continued_parent\"].isna())\n",
    "        ],\n",
    "        title_name=\"first generation\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.574659Z",
     "start_time": "2024-05-26T00:25:02.334214Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:25:10.600660Z",
     "iopub.status.busy": "2024-08-23T03:25:10.600499Z",
     "iopub.status.idle": "2024-08-23T03:25:17.324331Z",
     "shell.execute_reply": "2024-08-23T03:25:17.323730Z",
     "shell.execute_reply.started": "2024-08-23T03:25:10.600644Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is continue\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, counts 163\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, counts 294\n",
      "chirp-v3p5-engine-s-22_win_over_chirp-v3p5-engine-s-8, win ratio 0.411, counts 282\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-23, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-23_win_over_chirp-v3p5-engine-s-8, win ratio 0.362, counts 3220\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-24, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-24_win_over_chirp-v3p5-engine-s-8, win ratio 0.368, counts 4988\n",
      "chirp-v3p5-engine-s-8-codec-exp-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.498, counts 628\n",
      "chirp-v3p5-engine-s-8-codec-exp-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.481, counts 440\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8, win ratio 0.505, counts 419\n",
      "chirp-v3p5-engine-s-8-codec-exp-4_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 1.000, counts 2\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.494, counts 1412\n",
      "chirp-v3p5-engine-s-8-codec-exp-5_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8-codec-exp_win_over_chirp-v3p5-engine-s-8, win ratio 0.483, counts 832\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8, win ratio 0.491, counts 1894\n",
      "chirp-v3p5-engine-s-8-min_p_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-22, win ratio 0.589, counts 404\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-23, win ratio 0.638, counts 5684\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-24, win ratio 0.632, counts 8577\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, counts 223734\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp, win ratio 0.517, counts 892\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-2, win ratio 0.502, counts 634\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-3, win ratio 0.519, counts 475\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-4, win ratio 0.495, counts 411\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-codec-exp-5, win ratio 0.506, counts 1448\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8-min_p, win ratio 0.509, counts 1963\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-10, win ratio 0.488, counts 245\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.486, counts 335\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-3-c, win ratio 0.465, counts 212\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-7, win ratio 0.460, counts 278\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-r, win ratio 0.497, counts 86\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-rr, win ratio 0.495, counts 249\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-2-s8-v5-s, win ratio 0.494, counts 222\n",
      "chirp-v3p5-engine-t-1-19_win_over_chirp-v3p5-engine-t-2, win ratio 0.465, counts 186\n",
      "chirp-v3p5-engine-t-2-10_win_over_chirp-v3p5-engine-s-8, win ratio 0.512, counts 257\n",
      "chirp-v3p5-engine-t-2-1_win_over_chirp-v3p5-engine-t-2, win ratio 0.492, counts 186\n",
      "chirp-v3p5-engine-t-2-2_win_over_chirp-v3p5-engine-t-2, win ratio 0.511, counts 496\n",
      "chirp-v3p5-engine-t-2-3-c_win_over_chirp-v3p5-engine-s-8, win ratio 0.535, counts 244\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.514, counts 354\n",
      "chirp-v3p5-engine-t-2-3_win_over_chirp-v3p5-engine-t-2, win ratio 0.477, counts 280\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-s-8, win ratio 0.540, counts 327\n",
      "chirp-v3p5-engine-t-2-7_win_over_chirp-v3p5-engine-t-2-7, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2-r_win_over_chirp-v3p5-engine-s-8, win ratio 0.503, counts 87\n",
      "chirp-v3p5-engine-t-2-rr_win_over_chirp-v3p5-engine-s-8, win ratio 0.505, counts 254\n",
      "chirp-v3p5-engine-t-2-s8-v2_win_over_chirp-v3p5-engine-t-2, win ratio 0.469, counts 112\n",
      "chirp-v3p5-engine-t-2-s8-v5-s_win_over_chirp-v3p5-engine-s-8, win ratio 0.506, counts 227\n",
      "chirp-v3p5-engine-t-2-s8-v5_win_over_chirp-v3p5-engine-t-2, win ratio 0.460, counts 157\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2, win ratio 0.474, counts 881\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_default_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.495, counts 939\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2, win ratio 0.479, counts 926\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_default, win ratio 1.000, counts 1\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_85_win_over_chirp-v3p5-engine-t-2, win ratio 0.500, counts 1007\n",
      "chirp-v3p5-engine-t-2_max_cfg_vs_sem_95_win_over_chirp-v3p5-engine-t-2, win ratio 0.501, counts 968\n",
      "chirp-v3p5-engine-t-2_n_repeat_tags_3_win_over_chirp-v3p5-engine-t-2, win ratio 0.504, counts 1499\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.519, counts 203\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.525, counts 1625\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.548, counts 1743\n",
      "chirp-v3p5-engine-t-2_tag_cfg_steps_max_win_over_chirp-v3p5-engine-t-2, win ratio 0.478, counts 210\n",
      "chirp-v3p5-engine-t-2_text_cfg_11_win_over_chirp-v3p5-engine-t-2, win ratio 0.506, counts 201\n",
      "chirp-v3p5-engine-t-2_text_cfg_12_win_over_chirp-v3p5-engine-t-2, win ratio 0.518, counts 1794\n",
      "chirp-v3p5-engine-t-2_text_cfg_13_win_over_chirp-v3p5-engine-t-2, win ratio 0.507, counts 1555\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-1-19, win ratio 0.535, counts 214\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2, win ratio 1.000, counts 502\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-1, win ratio 0.508, counts 192\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-2, win ratio 0.489, counts 475\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-3, win ratio 0.523, counts 307\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v2, win ratio 0.531, counts 127\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2-s8-v5, win ratio 0.540, counts 184\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_default, win ratio 0.526, counts 978\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_n_repeat_tags_3, win ratio 0.505, counts 959\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_neg_tag_20, win ratio 0.521, counts 1008\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_85, win ratio 0.500, counts 1006\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_max_cfg_vs_sem_95, win ratio 0.499, counts 963\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_n_repeat_tags_3, win ratio 0.496, counts 1473\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max, win ratio 0.522, counts 229\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_11, win ratio 0.481, counts 188\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_12, win ratio 0.475, counts 1473\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_tag_cfg_steps_max_text_cfg_13, win ratio 0.452, counts 1436\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_11, win ratio 0.494, counts 196\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_12, win ratio 0.482, counts 1669\n",
      "chirp-v3p5-engine-t-2_win_over_chirp-v3p5-engine-t-2_text_cfg_13, win ratio 0.493, counts 1511\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, counts 192527\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is continue\")\n",
    "get_preferfence_counts(\n",
    "    user_intersting_clips_3p5[(~user_intersting_clips_3p5[\"continued_parent\"].isna())],\n",
    "    \"is continue\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean up SHIT\n",
    "\n",
    "to get the right play conts, we need the right df..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.095035Z",
     "start_time": "2024-05-26T00:25:07.782738Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:25:17.325280Z",
     "iopub.status.busy": "2024-08-23T03:25:17.325114Z",
     "iopub.status.idle": "2024-08-23T03:25:32.100694Z",
     "shell.execute_reply": "2024-08-23T03:25:32.100119Z",
     "shell.execute_reply.started": "2024-08-23T03:25:17.325264Z"
    }
   },
   "outputs": [],
   "source": [
    "def unpack_dict(x):\n",
    "    if v := concat_clips_ids.get(str(x)):\n",
    "        return v\n",
    "    else:\n",
    "        return {\n",
    "            \"total_start_s\": None,\n",
    "            \"total_clip_s\": None,\n",
    "            \"concat_play_counts\": None,\n",
    "            \"concat_in_playlist\": None,\n",
    "            \"concat_likes\": None,\n",
    "            \"concat_dislikes\": None,\n",
    "        }\n",
    "\n",
    "\n",
    "extra_cols = user_intersting_clips[\"id\"].apply(unpack_dict)\n",
    "extra_cols_df = pd.DataFrame.from_records(extra_cols.values, index=extra_cols.index)\n",
    "user_intersting_clips[\n",
    "    [\n",
    "        \"total_start_s\",\n",
    "        \"total_clip_s\",\n",
    "        \"concat_play_counts\",\n",
    "        \"concat_in_playlist\",\n",
    "        \"concat_likes\",\n",
    "        \"concat_dislikes\",\n",
    "    ]\n",
    "] = extra_cols_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.361849Z",
     "start_time": "2024-05-26T00:25:08.199583Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:25:32.101626Z",
     "iopub.status.busy": "2024-08-23T03:25:32.101470Z",
     "iopub.status.idle": "2024-08-23T03:25:32.169139Z",
     "shell.execute_reply": "2024-08-23T03:25:32.168575Z",
     "shell.execute_reply.started": "2024-08-23T03:25:32.101610Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive proportion of data meeting criteria: 69.57%\n",
      "Negative proportion of data meeting criteria: 99.53%\n"
     ]
    }
   ],
   "source": [
    "pos_too_much_data_mask = (\n",
    "    (user_intersting_clips[\"preference\"])\n",
    "    & (\n",
    "        (\n",
    "            user_intersting_clips[\"reaction_play_count\"] >= 2\n",
    "        )  # single play is super catchy\n",
    "        | (\n",
    "            user_intersting_clips[\"concat_play_counts\"] >= 2\n",
    "        )  # or the concat play is super catchy\n",
    "    )\n",
    "    & (user_intersting_clips[\"user_n_clips\"] >= 4)\n",
    "    # & (user_intersting_clips[\"continued_parent\"].isna())\n",
    ")\n",
    "neg_too_much_data_mask = (\n",
    "    (~user_intersting_clips[\"preference\"])\n",
    "    & (user_intersting_clips[\"reaction_play_count\"] >= 1)  # single play is super catchy\n",
    "    & (user_intersting_clips[\"user_n_clips\"] >= 4)\n",
    "    # & (user_intersting_clips[\"continued_parent\"].isna())\n",
    ")\n",
    "# Calculate and print the proportion of data that meets our criteria\n",
    "pos_proportion = pos_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n",
    "print(f\"Positive proportion of data meeting criteria: {pos_proportion:.2%}\")\n",
    "neg_proportion = neg_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n",
    "print(f\"Negative proportion of data meeting criteria: {neg_proportion:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.523643Z",
     "start_time": "2024-05-26T00:25:08.367348Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:25:32.170026Z",
     "iopub.status.busy": "2024-08-23T03:25:32.169868Z",
     "iopub.status.idle": "2024-08-23T03:26:20.850595Z",
     "shell.execute_reply": "2024-08-23T03:26:20.850003Z",
     "shell.execute_reply.started": "2024-08-23T03:25:32.170010Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model Name Value Counts for Preferred Clips:\n",
      "----------------------------------------------------------------------\n",
      "Model                               Count        Fraction\n",
      "----------------------------------------------------------------------\n",
      "chirp-v3p5-engine-s-8           1,642,653          78.37%\n",
      "chirp-v3p5-engine-t-2             176,079           8.40%\n",
      "chirp-v3p5-engine-upload-4        135,636           6.47%\n",
      "chirp-v3p5-engine-s-24             48,336           2.31%\n",
      "chirp-v3p5-engine-s-23             33,777           1.61%\n",
      "chirp-v3p5-engine-s-8-min_p        11,464           0.55%\n",
      "chirp-v3p5-engine-s-8-codec-exp-5      9,631           0.46%\n",
      "chirp-v3p5-engine-s-8-codec-exp      5,958           0.28%\n",
      "chirp-v3p5-engine-s-8-codec-exp-2      3,890           0.19%\n",
      "chirp-v3p5-engine-t-2-3             3,886           0.19%\n",
      "chirp-v3p5-engine-t-2-2             3,084           0.15%\n",
      "chirp-v3p5-engine-s-8-codec-exp-3      3,014           0.14%\n",
      "chirp-v3p5-engine-s-8-codec-exp-4      2,756           0.13%\n",
      "chirp-v3p5-engine-s-22              2,632           0.13%\n",
      "chirp-v3p5-engine-ft-1              1,740           0.08%\n",
      "chirp-v3p5-engine-t-2-3-c           1,552           0.07%\n",
      "chirp-v3p5-engine-t-2-7             1,531           0.07%\n",
      "chirp-v3p5-engine-t-2-10            1,427           0.07%\n",
      "chirp-v3p5-engine-t-2-1             1,227           0.06%\n",
      "chirp-v3p5-engine-t-2-rr            1,220           0.06%\n",
      "chirp-v3p5-engine-t-2-s8-v5-s       1,141           0.05%\n",
      "chirp-v3p5-engine-t-1-19            1,069           0.05%\n",
      "chirp-v3p5-engine-t-2-s8-v5           903           0.04%\n",
      "chirp-v3p5-engine-t-2-s8-v2           697           0.03%\n",
      "chirp-v3p5-engine-t-2-r               475           0.02%\n",
      "chirp-v3p5-engine-b                   378           0.02%\n",
      "----------------------------------------------------------------------\n",
      "Total                           2,096,156         100.00%\n"
     ]
    }
   ],
   "source": [
    "final_good_enough_requests = set(\n",
    "    user_intersting_clips[pos_too_much_data_mask][\"request_id\"].unique()\n",
    ").intersection(\n",
    "    set(user_intersting_clips[neg_too_much_data_mask][\"request_id\"].unique())\n",
    ")\n",
    "final_interesting_clips = user_intersting_clips[\n",
    "    user_intersting_clips[\"request_id\"].isin(final_good_enough_requests)\n",
    "].copy()\n",
    "# Get the value counts of model_name for preferred clips\n",
    "model_counts = final_interesting_clips[final_interesting_clips[\"preference\"]][\n",
    "    \"model_name\"\n",
    "].value_counts()\n",
    "\n",
    "# Print the results in a nicely formatted way\n",
    "total_count = model_counts.sum()\n",
    "print(\"Model Name Value Counts for Preferred Clips:\")\n",
    "print(\"-\" * 70)\n",
    "print(f\"{'Model':<30} {'Count':>10} {'Fraction':>15}\")\n",
    "print(\"-\" * 70)\n",
    "for model, count in model_counts.items():\n",
    "    fraction = count / total_count\n",
    "    print(f\"{model:<30} {count:>10,d} {fraction:>15.2%}\")\n",
    "print(\"-\" * 70)\n",
    "print(f\"{'Total':<30} {total_count:>10,d} {1:>15.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:09.198504Z",
     "start_time": "2024-05-26T00:25:08.885507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:26:20.851464Z",
     "iopub.status.busy": "2024-08-23T03:26:20.851302Z",
     "iopub.status.idle": "2024-08-23T03:26:49.059508Z",
     "shell.execute_reply": "2024-08-23T03:26:49.058901Z",
     "shell.execute_reply.started": "2024-08-23T03:26:20.851448Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation passed!\n"
     ]
    }
   ],
   "source": [
    "validate_preference_data(final_interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:26:49.060403Z",
     "iopub.status.busy": "2024-08-23T03:26:49.060234Z",
     "iopub.status.idle": "2024-08-23T03:26:50.682853Z",
     "shell.execute_reply": "2024-08-23T03:26:50.682266Z",
     "shell.execute_reply.started": "2024-08-23T03:26:49.060387Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows in final_interesting_clips for model chirp-v3p5-engine-t-2:\n",
      "352,596\n",
      "done (4192312, 52)\n"
     ]
    }
   ],
   "source": [
    "# Get the number of rows for final_interesting_clips with the specific model\n",
    "row_count = final_interesting_clips[\n",
    "    final_interesting_clips[\"model_name\"] == target_model_name\n",
    "].shape[0]\n",
    "\n",
    "# Print the row count in a nicely formatted way\n",
    "print(f\"Number of rows in final_interesting_clips for model {target_model_name}:\")\n",
    "print(f\"{row_count:,}\")\n",
    "print(\"done\", final_interesting_clips.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# For faster processing once"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:10.265241Z",
     "start_time": "2024-05-26T00:25:09.934743Z"
    },
    "execution": {
     "iopub.execute_input": "2024-08-23T03:26:50.683753Z",
     "iopub.status.busy": "2024-08-23T03:26:50.683591Z",
     "iopub.status.idle": "2024-08-23T03:26:51.826853Z",
     "shell.execute_reply": "2024-08-23T03:26:51.826205Z",
     "shell.execute_reply.started": "2024-08-23T03:26:50.683737Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Unique Users:\n",
      "--------------------\n",
      "2,431,056\n",
      "--------------------\n",
      "Series([], Name: count, dtype: int64)\n",
      "(0, 42)\n"
     ]
    },
    {
     "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>id</th>\n",
       "      <th>password</th>\n",
       "      <th>last_login</th>\n",
       "      <th>is_superuser</th>\n",
       "      <th>username</th>\n",
       "      <th>first_name</th>\n",
       "      <th>last_name</th>\n",
       "      <th>email</th>\n",
       "      <th>is_staff</th>\n",
       "      <th>is_active</th>\n",
       "      <th>date_joined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>27205089</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>perkintonpatricia441@gmail.com</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>perkintonpatricia441@gmail.com</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>2024-07-08 16:16:06.847119+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         id password last_login  is_superuser                        username first_name last_name                           email  is_staff  is_active                      date_joined\n",
       "0  27205089                None         False  perkintonpatricia441@gmail.com                       perkintonpatricia441@gmail.com     False       True 2024-07-08 16:16:06.847119+00:00"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate the number of unique users\n",
    "total_unique_users = clip_df[\"user_id\"].nunique()\n",
    "\n",
    "# Print the result in a nicely formatted way\n",
    "print(\"Total Unique Users:\")\n",
    "print(\"-\" * 20)\n",
    "print(f\"{total_unique_users:,}\")\n",
    "print(\"-\" * 20)\n",
    "\n",
    "# This can take a while cause we have a lot of users...\n",
    "# query = \"\"\"\n",
    "# SELECT *\n",
    "# FROM auth_user\n",
    "# \"\"\"\n",
    "# user_df = pd.read_sql_query(query, engine)\n",
    "# user_df.head()\n",
    "\n",
    "test_user_id = 4688272\n",
    "print(\n",
    "    clip_df[clip_df[\"user_id\"] == test_user_id][\"created_at\"]\n",
    "    .apply(lambda x: str(x)[:10])\n",
    "    .value_counts()\n",
    ")\n",
    "print(clip_df[clip_df[\"user_id\"] == test_user_id].shape)\n",
    "query = \"\"\"\n",
    "SELECT *\n",
    "FROM auth_user\n",
    "WHERE id=27205089\n",
    "\"\"\"\n",
    "# 3 keenan\n",
    "# 6 martin\n",
    "# 8 tony -- that's me!\n",
    "# 186417 georg\n",
    "test_user_df = pd.read_sql_query(query, engine)\n",
    "test_user_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find some weird generations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:26:51.827934Z",
     "iopub.status.busy": "2024-08-23T03:26:51.827752Z",
     "iopub.status.idle": "2024-08-23T03:30:26.960468Z",
     "shell.execute_reply": "2024-08-23T03:30:26.959681Z",
     "shell.execute_reply.started": "2024-08-23T03:26:51.827917Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of no_reaction_clip_df:\n",
      "(12362327, 42)\n",
      "\n",
      "Proportion of clips without reactions:\n",
      "21.84%\n",
      "Ratio of clips without reactions to total clips from the same users:\n",
      "0.7064\n"
     ]
    },
    {
     "data": {
      "image/png": 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MzAzdunVDkyZNYGlpiWvXrmH9+vXo3bs3AgMDM/2NXbt2TSMBqVGjBlasWKH+YQsADx48gFKpxPDhw/Hpp59i/PjxOHv2LDZu3Ig3b95g/vz56rq//PILxo4di2+++UZdVqVKFWzdujXToHspYNdVEdW/f380a9YMXl5eGDt2LCwsLLB06VKUK1cOx48fBwAMGDBA4zkDBw4EAPX2nBw8eBANGzZE6dKl8eLFC/U/Dw8PKJVKnDt3TqN+x44dNX51ZnwwRERE5On83m4+TU1NxcuXL1G1alWULl1a/WswLz7//HONxxlJQMYvQH1cu9KlS+POnTu5dino63lAepP92900Dg4OsLS0VF9/lUqFI0eOoFWrVlnOPsr4EtD1dc/NypUrcerUKYwfP15jkGVSUlK2XSQlSpRAUlJStvvcu3cvduzYgQEDBmT69Tt37lxUqVIFPXr00ClOAOouzLcHsb4d09t1gPTui3r16mHs2LFYtmwZRo0ahQsXLmQ7m0bXY2Vcgz59+iA2NhZjx47FjRs3cP/+ffz888+4du2aRj1tnTt3DsuWLcPHH3+MZs2a6fTctx07dizTjKyMlsF3ZZRlnHdGzNmd/9vnVLlyZdy6dUvdmvP2frS5ftnF9G697Gh7Tu8KDg5GdHR0lq05HTt2xMyZM/HJJ5+gbdu2GDNmDNasWYNXr16pf4i9rXbt2ggICMCyZcvw5ZdfomTJkkhISNCok5CQgMTERHTt2hXff/892rdvj++//x69evXCvn37ND5XLCwsULt2bXz++edYunQppk6dCqVSiREjRhT5JTiywhadIuqHH35AjRo1IJfLYWtrixo1aqibVh8/fgwjI6NM4xPs7OxQunRpPH78ONf9P3z4ELdu3cr2g/DdP4Z3f4FkJD1v9yHrIikpCatWrcKuXbsQGRmpbnEA0qf15tW7v6yqVq0KIyMj9dgffVw7Pz8/DB8+HB06dIBCoYCnpye6du0KBweHfHkekPn6A+mvQcb1f/HiBeLi4lCnTp0c96Pr656T/fv3Y+HChfj0008zjcUxMzNDampqls9LTk7OdpzA+fPn8d1338HT0xNjx47V2Hb58mX8+eefWL9+faZuhrclJSVleg/Z2dmpv/iyGnOR8WWWUSciIgL9+vXD7Nmz1a1Kbdu2RaVKlTBx4kQcP34cXl5eiI+P1/hCksvlsLa21upYGdfAy8sLU6ZMwbx58+Dj4wMg/X08ZswY/PLLLyhZsmS25/quu3fvYuTIkahTp466xVKfzMzMsjynjLK3u0/eLn9bTq9/Bl2uX3YxvVsvO9qe07v27t0LuVyOjh075rj/DI0aNUL9+vURHBycaZulpaW6O7Rt27bYu3cvhg8fjsDAQPXnQ8Z5vDtlvnPnzvj9999x+fJlVK9eHWlpaRgwYIB6tlsGDw8PdOrUCWvXrtVo6ZECJjpFlIuLS67rgrzbVKsLlUqF5s2b48svv8xy+7u/pLObGv52gqKLadOmYdeuXfjiiy/g6uqKUqVKQSaTYezYsXneZ1ayu0bvc+0aN26Mw4cP4+jRozh58iR27NiBDRs2wN/fP8eWhrw+D9Df9df1dc/OyZMn8e2336Jly5ZZThW2s7ODUqlETEyMRvdVSkoKXr16leXU5ps3b2LYsGGoU6dOlt1Dv/zyCxo1aoTKlSurE9eXL18CSO9+ePLkCSpWrIj9+/dnanW5desWypYtq+7qeFdGWUZcu3btQnJyMlq1aqVRr3Xr1gDSu5W8vLywbt06LF26VL29UqVKOHbsmHo/2R0rI5YMvr6+6NatG27dugUTExPUrVsXO3bsAJDejaGNp0+fYtCgQbC0tMTq1at17trThp2dXZbnlNE9lHHeGd1GUVFRmZL0qKioXKc363L97OzscObMGQghNP6u331N3/ec3paUlITDhw+jWbNmOq1tVr58edy/fz/Xeu3bt8e3336Lffv2qROdDz74AHfu3MnUHZyxptDr168BpLfo3b59GxMnTtSoV716ddSsWVPdJSolTHQkqFKlSlCpVHj48KHGALzo6GjExsaqR+wD2X+hV61aFQkJCbkOqtSFLslDxjict/8Yk5OT36s1B0hvsXi7D/rhw4dQqVTqtSz0ce2A9EHh3bt3R/fu3REfHw9fX18sWbIk14Qlr8/LjbW1NSwtLXHnzp0c6+njdb9y5QpGjhwJJycnLFy4MMvxKnXr1gWQPvbAy8tLXX7t2jWoVKpMrVjh4eH48ssvYW1tjV9//TXLhdKePn2Kx48fo02bNpm2DRs2DKVKlcL58+fh6emJgICATHWMjIygUCjUXUJvCwkJQZUqVdTJQUxMDIQQmWbLpKWlAYC6/JNPPkHDhg3V2zN+/ZcrVw7W1tbZHiurVrySJUvCzc1N/fjUqVMwMzPTaoG3ly9fYuDAgUhJScGWLVvytEaONhwcHHDhwgWoVCqNVrWQkBCYm5urk7KM1//q1asaSU1kZCSePXuGnj175ngcXa5f3bp18ccff+Du3buoXbu2uvzKlSsasbzvOb3t2LFjiI+Pz3G2VVYiIiK0GiCekpIClUql8Xno6OiIkydPIjIyUmOGXkZClpHwxMTEAECWM73S0tJ0ngFWFHCMjgRlfHFs2LBBozzjw/3tLxZzc/Msu5c+/vhjXLp0Cf/991+mbbGxseoPdF1kzJTSpjsrqxaKjRs3vvcfYcYU9wybNm0CAPVAWX1cu4xWhAwWFhaoWrVqrgvX5fV52jAyMkLbtm3xzz//4OrVq5m2Z7T8vO/rfvfuXQwePBiVKlXCqlWrsu0WaNq0KcqWLYutW7dqlG/duhXm5uZo2bKluiwqKgoDBw6ETCbD2rVrM616m+Gnn37CsmXLNP5lTPmfMGEC5s6dCyD9l6+Hh4fGvwwdOnTA1atXNa7RvXv3cPr0aY3B8dWrV4cQQmMaM5A++xAA6tWrByB9gOfbx3k76Wnfvj2CgoLw9OlTdVlwcDAePHiQaSD+uy5evIjDhw/j008/RalSpXKsm5CQgMGDByMyMhKrV6/WeYZWdrKaXv7RRx8hOjpaY7bbixcvcPDgQbRq1UrdylKnTh3UrFkT27dv1/ib3rp1K2Qymcb5Zze9XNvr16ZNG5iYmGDLli3qMiEEtm3bhnLlymkkj8+fP8fdu3c1ulW1Pae37d27F+bm5uqlFd6VVRfw8ePHcf36dXz44YfqsoyZVu/6448/AGjOWswYWJ7R0pdhx44dMDY2hru7O4D/b5Xdv3+/Rr3r16/j/v37uSZ+RRFbdCTIwcEBPj4++P333xEbG4vGjRvj6tWrCAwMRNu2bTWWjXd0dMTWrVuxfPlyVKtWDdbW1mjWrBkGDRqEY8eOYejQofDx8YGjoyMSExNx+/Zt/P333zh69Gi2XzjZyVguffr06fD09IRcLs92VdKWLVvizz//hKWlJWrXro3Lly/j1KlTGrMM8uLRo0cYOnQoPvzwQ1y+fBl79uxBp06d1L8A9XHtvL294e7uDkdHR5QtWxZXr17F33//rR74nJ28Pk9b48aNw8mTJ9G3b1/07NkTtWrVQlRUFA4ePIgtW7agdOnS7/W6x8XFYdCgQYiNjcWgQYM01sIB0luLMr5UzMzM4Ofnh59++gl+fn748MMPcf78eezZswdjx47VeJ2//PJLRERE4Msvv8SFCxdw4cIF9TZbW1v11HtPT89MMWUkoo0bN9bqFhCfffYZ/vjjDwwZMgQDBw6EsbEx1q9fDxsbG/WAdADw8fHBunXr8MMPP+DGjRuoU6cOrl+/jh07dqBOnTrqdX5yMnToUBw8eBD9+vVTTzNeu3YtFAqFxhT3x48fY8yYMWjdujVsbW0RFhaGbdu2wd7ePtM4pax8/fXXCAkJQffu3XH37l2NtYcsLCw0Yr1586Z6gPHDhw/x5s0bLF++HED630ZG1xyQ9fTyDh06wNXVFZMmTUJYWBisrKywdetWKJXKTCuif/vttxg2bBgGDhwIb29v3L59G5s3b0aPHj00WlOzml6uy/UrX748+vXrh7Vr1yItLQ3Ozs44cuQIzp8/j7lz52r8qJo/fz4CAwNx9OhRdSuvLucEpM/e+++//9C+ffssWx6B9JmMdevWhZOTE0qVKoUbN25g586dqFChgnq5CgA4e/Yspk+fjg4dOqBatWpITU1VLyXh5OSELl26qOvWq1cP3bt3x86dO6FUKtG4cWOcPXsWBw8exJAhQ1CuXDkA6clR8+bNERgYiLi4ODRv3hxRUVHYtGkTzMzM8MUXX2QZc1HGREeipk+fjsqVKyMwMBBHjhyBra0thgwZgpEjR2rUGzFiBJ48eYI1a9YgPj4e7u7uaNasGczNzbFx40asWrUKBw8exO7du2FpaYnq1atj1KhRuf6KzEr79u3Rt29f7Nu3D3v27IEQIttE57vvvoORkRH27t2L5ORkNGjQAAEBAdmOHdHWwoULsWjRIsybNw/Gxsbw9fXFt99+q1Hnfa9d3759cezYMZw8eRIpKSmoWLEixowZg0GDBuUYW16fp61y5cph+/btWLRoEfbu3Yu4uDiUK1cOLVq0ULe8vM/r/urVK/Wv63nz5mXa7uPjo/Hr+fPPP4eJiQnWrVuHY8eOoUKFCpg0aVKmD9qbN28CSJ+m/i53d/dc1xjShaWlJTZu3IgZM2ZgxYoV6ntdvXv/JCsrK+zcuROLFi3CP//8g23btqm7HceOHZvlr/x3VahQAZs2bcKsWbMwb9489b2aJk6cqPF8S0tL2NnZYfPmzXj16hXKlSuHvn37YujQoVqNs8m4fjt37sTOnTs1tlWqVEkj0blx4wYWLVqkUSfjsY+Pj0aikxW5XI7Vq1djzpw52LhxI5KTk+Hs7IyZM2dqdKcA6ctFLF26FEuXLsW0adNgbW2NIUOGYMSIEbmeE6D99QPSk70yZcrg999/V9+24ZdfftGqa0mXcwLSZy6mpqbmeB+tjz/+GMePH8fJkyeRlJQEOzs79OjRAyNHjtQY06NQKNCkSRMcPXoUUVFREEKgatWqGDFiBAYNGpTpPP39/VGxYkXs2rULR44cQcWKFTFp0iSNJRAAYPny5Vi7di3279+P//77DyYmJmjUqBFGjx6d5TkVdTKhz5GdRERERIUIx+gQERGRZDHRISIiIsliokNERESSxUSHiIiIJIuJDhEREUkWEx0iIiKSLCY6REREJFlMdIiIiEiyuDLy/8TEvAGXTiQiIioaZDLAxib3VfqZ6PyPEGCiQ0REJDHsuiIiIiLJYqJDREREksVEh4iIiCSLY3S0IIRAWlqqocMgHcjlxjAyYh5PRFTcMdHJRVpaKmJinkEIlaFDIR2Zm1uidGlryGQyQ4dCREQGwkQnB0IIvH79AkZGRihTxg4yGVsIigIhBFJSkhEX9xIAUKaMjYEjIiIiQ2GikwOVSonU1CSUKWMLU1MzQ4dDOjA1LQEAiIt7iVKlrNiNRURUTPHTPwcqVXp3lVzOfLAoykh2lMo0A0dCRESGwkRHCxzjUTTxdSMiIiY6REREJFlMdPJAJgOMjGQF9k/XhgkhBGbP/hkff9wanp6NcOfOrfy5EERERIUcB5/oSCYDUmVGiE8puHEfFqbGMIFK63txnT59CgcO7MWSJatQsWIllClTNl/jIyIiKqyY6OhIJpMhPiUN/9x8joTk/E92SpYwRiuHD2BlKofQMtN58uQRbGxs4excP9s6qampMDEx0VeYBiWlcyEiIv1iopNHCclpiCuAREdXP//8Iw4c+AsA4OnZCOXLV8COHXsxcuRg1KxZC3K5MQ4d2o+aNWtjyZJVuHcvDMuWLUZIyCWYmZnD3b0JRo0aj7JlywJIn3m2efMG7NkTiJiYGFSpUhX9+w9Cq1Zts43B07MRZsyYixYtWqrLPvqoJfz8xqNjx85ITU3FkiXzcfz4Mbx58wZWVtb45JPu6Nt3AADgzZs3WLZsIU6cOI6UlFQ4ONTFqFHjUKeOAgCwdu0q/PffcXTv3hO//bYOz549xX//ncufC0pERNmSyXKf+CGE0LpHIj8w0ZGY0aO/RqVKlbFnTyB+/XUDjIzk6m0HDuyDj093rFixFkB6QuHnNwydO38CP79xSE5OwooVS/DDDxOxePFKAMDGjQE4dOgAvv56EipXroIrVy5h2rQfULasFdzcGuYpxj/+2IYTJ/7FTz/NQrly5REZGYnnz5+pt0+ZMgElSpTA3LmLYWFhiT//3IUxY4Zh69ZdKF26DADg8eMIBAUdw88/z9E4RyIiKhjaDuXQdfiFvjHRkRhLS0uULFkSRkZGsLGx1dhWpUoVDB8+Wv14/fo1UCjsMWTICHXZpEk/oFs3b4SHP0T58hWwcWMAFi5cDicnFwBApUqVERJyGX/+uSvPic7z589QpUpVuLi4QiaToXz5CuptV65cRmjodezdeximpqYAgJEjx+C//4Lwzz9H0bVrNwDp3VXff+8PKyurPMVARETvR5uhHHkZfqFvTHSKEXv7uhqPw8Lu4OLF82jX7sNMdR8/foS0tDQkJSVh7NgRGttSU1NRp459nuP4+OPOGDt2BPr06Y6mTZvBw+NDuLs3/V9Mt5GYmAhv7zYaz0lOTsbjx4/Uj8uXr8Akh4ioECisQzkyMNEpRszMzDUeJyYmonnzDzFsmF+mujY2trh37y4AYM6chbCz+0Bje06Df2UyWabMPS3t//8I7O0d8Mcff+L06VM4f/4sfvhhIho1csf06XOQmJgAGxtbLFmyKtN+LS1LZXsuREREWWGiU4wpFPY4fvwYypevAGPjzG+FGjVqwNTUFJGRz3Tqpipb1goxMdHqxxER4UhKStKoY2FhiTZt2qNNm/Zo2bINxo8fhdjY17C3d8CLFzGQy+WoUKFi3k+OiIgITHSKte7de2Lv3t348cfv8Pnn/VC6dBk8ehSBo0cPYcKE71GypAV69/bFkiXzIYSAi4sr4uLicPXqZVhYWOLjjztlud8GDRph167tcHJyhkqlwooVSzQSqW3bNsHGxhYKhQNkMhn++ecIbGxsYGlZCo0aNYGjozMmTfoaw4f7oUqVqoiOjsKpUyfg5dUKDg71CuryEBGRBDDRyaOSJQrm0uXncWxt7bBixVqsWLEEY8eORGpqCsqXr4AmTZqp7/b91VfDULasFTZuDMCTJ49haVkKCoUD+vUbkO1+R40aixkz/DFixFewsbHD6NHjcetW6P+fU0kLbNnyGx49ioCRkREcHBzxyy+L1MecO3cRVq9ejhkz/PHq1UtYW9vA1bUBrKys8+1aEBGRNMmEoYZBFzLR0W8yTX1LTU1BTMxT2NhUgIlJ+gwgg62MLAw3Na+oyur1IyIi/TAykuFlihL7rjzJdjCyZQljeNevCCtTOVQq/X6JyWSArW2pXOuxRUdHQgAmUMHKtODWbhFMcoiIiPKEiU4eCAGDrQdARERE2uPdy4mIiEiymOgQERGRZDHRISIiIsliokNERESSxUSHiIiIJIuJDhEREUkWEx0iIiKSLK6jkwcyWfoduguKEIILBhIREeUBEx0dyWRASVkijFJjC+yYKpPSSIA5kx0iIiIdMdHRkUwmg1FqLFS3DwMp8fl/QFMLGCnaQWZSMl9XY05NTYWJiUm+7V+f0tLSNO6GTkRElB1+W+RVSjxEcly+HyYvHWQjRw5GzZq1AAB//70fxsbG+OSTT/Hll0PVXW6fftoZnTp1RUREOP777zi8vFrhu+9+RFDQUaxZswqPH0fAxsYW3bv3Qp8+vtke6+eff0Rc3BvMnDlPXbZo0TzcuXMLS5euBgD8888RBAT8ikePHsHMzAx16thj1qx5MDc3BwDs3bsb27ZtwtOnT1C+fAV8+mlvdOvWAwDw9OkT9OjRBf7+MxAYuAM3blzD119PQseOnfNwZYiIqLhhoiNRBw7sQ6dOXfHrrxtw82Yo5sz5GeXKlUeXLj7qOlu3bkT//l9h4MDBAICbN0Pxww+TMHDgYLRu3Q7XroVg3rxZKFOmTJ4Ti+joaPz443cYPtwPLVq0QkJCAq5cuaRunTp06ADWrFmJceO+RZ069rhz5xZmz/4Z5ubm+PjjTur9rFy5FCNHjkGdOvYwNS3xHleGiIiKEyY6ElWuXDn4+Y2DTCZD1arVcfduGLZv36KR6DRo0Fijtcbf/3s0bNgY/ft/CQCoWrUaHjy4hy1bNuY50YmJiYZSqYSXV2uUL18BAFCrVm319rVrV2HkyDHw8moNAKhYsRLu37+HP//cpZHo9OjRR12HiIhIW0x0JKpePSeNmWFOTs7Ytm0TlEol5HI5AMDBoa7Gcx4+vA9PTy+NMmfn+ti+favG83RRu3YdNGzojn79esPdvSnc3ZuiZcs2KF26NBITE/H48SPMmjUNc+b8rH6OUqmEhYWlxn7ejZWIiEgbTHSKsYwxMu9DJpNlGiSdlpam/r9cLsfChctw9eoVnDt3Bjt3/o7Vq5dj9er1MDMzAwBMmPA96tVz0tiHkZHmEk/6iJWIiIofLhgoUTduXNd4fP36NVSpUjXHVplq1Wrg6tUrGmVXr17J8Xlly1ohJiZaoyws7JbGY5lMBhcXVwwaNATr1m2GiYkJ/v33H1hb28DW1g5PnjxG5cpVNP5VrFhJl9MlIiLKEhMdiYqMfIYlS+YjPPwBDh8+iJ07f8enn/bO8Tm9e/viwoVzWL9+DcLDH+LAgb+wc+d29OnTN9vnNGzYGDdvhuLAgb8QERGOtWtX4d69u+rt169fw2+/rcPNmzfw7NkzHD/+D169eolq1WoAAAYNGoKNGwPwxx/bEB7+EHfvhmHfvj3Ytm2Tfi4EEREVa+y6yitTizxN/c7LcfLio4+8kZycjK+++gJGRnJ8+mlvdO3aLcfn2Ns74KefZmLNmlVYv34NbGxsMWjQ0BwHIjdp0gz9+3+JFSuWICUlGd7eXfDRR964ezcMAGBhYYHLly9h+/atSEiIR7ly5TFy5Bg0a9YcANC58ycoUcIMW7f+huXLF8HMzBy1atVGjx598nTeREREb5OJ/FyFrgiJjn6TaeXh1NQUxMQ8hY1NBZiYmAIw4MrIQvuVkUeOHIw6dewxevT4/A2skMvq9SMiIv0wMpLhZYoS+648QVxyWpZ1LEsYw7t+RViZyqFS6TfdkMkAW9tSudZji46OhAASYA6ZSckCPCbvdUVERJQXTHTyQAjk6+0YiIiISD+Y6EhQxq0XiIiIijvOuiIiIiLJYqKjBXZTFU183YiIiIlODjJW51Uqsx5NToVbSkoyAEAuZw8tEVFxxW+AHBgZyWFiYoa4uFeQy+WQyZgXFgVCCKSkJCMu7iXMzS0z3U6CiIiKDyY6OZDJZChTxhoxMc/w4kWkocMhHZmbW6J0aWtDh0FERAbERCcXxsYm+OCDykhLSzV0KKQDudyYLTlERMRERxsymYwr6xIRERVB/MlLREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZkkl0EhMT0apVK8yePdvQoRAREVEhIZlEZ+XKlahfv76hwyAiIqJCRBKJzoMHD3Dv3j20aNHC0KEQERFRIWLwROfcuXMYOnQoPD09YW9vjyNHjmSqs3nzZrRu3RrOzs7o0aMHQkJCNLbPnj0b48aNK6iQiYiIqIgweKKTkJAAe3t7TJ06Ncvt+/fvx8yZMzFixAgEBgbCwcEBgwYNQkxMDADgyJEjqF69OmrUqFGQYRMREVERYPBbQHh5ecHLyyvb7QEBAejZsye6d+8OAPD390dQUBB27tyJwYMH48qVK9i/fz/+/vtvxMfHIy0tDRYWFhg5cmRBnQIREREVUgZPdHKSkpKC69evY8iQIeoyIyMjeHh44NKlSwCA8ePHY/z48QCAXbt24c6dO0xyiIiICEAh6LrKycuXL6FUKmFjY6NRbmNjg+joaANFRUREREVFoW7R0VW3bt0MHQIREREVIoW6RcfKygpyuVw98DhDTEwMbG1tDRQVERERFRWFOtExNTWFo6MjgoOD1WUqlQrBwcFwc3MzYGRERERUFBi86yo+Ph7h4eHqx48ePUJoaCjKlCmDihUrYsCAAZgwYQKcnJzg4uKCDRs2IDExkd1URERElCuDJzrXrl1Dv3791I9nzpwJAPDx8cGsWbPQsWNHvHjxAosXL0ZUVBTq1q2LNWvWsOuKiIiIciUTQghDB1EYREe/Aa8EERGRdoyMZHiZosS+K08Ql5yWZR3LEsbwrl8RVqZyqFT6/ZKVyQBb21K5x6nXoxIREREVIkx0iIiISLKY6BAREZFkMdEhIiIiyWKiQ0RERJLFRIeIiIgki4kOERERSRYTHSIiIpIsJjpEREQkWUx0iIiISLKY6BAREZFkMdEhIiIiyWKiQ0RERJLFRIeIiIgky9jQARAREVHRZCQDSpbIPpUoWcIYRrICDCgLTHSIiIhIZzIZYGWchOZ2iUhVqbKsY2KUCivjJAiZRQFH9/+Y6BAREVEeyCBPeYO0W38jMf5N1jUsSkFu7YM0M0sAomDD+x8mOkRERJRnqYlxSEmIzXKbiaH7rcDByERERCRhTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREkqVzohMYGIigoCD14zlz5qBRo0bo3bs3Hj9+rM/YiIiIiN6LzonOypUrUaJECQDApUuXsGXLFnzzzTcoW7YsZs6cqfcAiYiIiPLKWNcnPHv2DNWqVQMAHDlyBO3bt0evXr3QoEED9O3bV+8BEhEREeWVzi06JUuWxKtXrwAAJ0+ehIeHBwCgRIkSSE5O1mtwRERERO9D5xYdDw8PfP/996hbty4ePHgALy8vAMCdO3dQqVIlvQdIRERElFc6t+hMnToVbm5uePHiBRYvXgwrKysAwPXr1+Ht7a33AImIiIjySqcWnbS0NPz222/46quvUL58eY1tfn5+eg2MiIiI6H3p1KJjbGyMtWvXIi0tLb/iISIiItIbnbuumjZtinPnzuVHLERERER6pfNg5BYtWmDevHm4ffs2HB0dYW5urrG9TZs2eguOiIiI6H3onOj4+/sDAAICAjJtk8lkCA0Nff+oiIiIiPRA50Tn5s2b+REHERERkd691009uUAgERERFWY6JzpKpRLLli3Dhx9+CDc3N0RERAAAFi5ciD/++EPvARIRERHllc6JzooVKxAYGIhvvvkGJiYm6nKFQoEdO3boNTgiIiKi96FzovPnn39i2rRp6NKlC4yM/v/p9vb2uHfvnl6DIyIiInofOic6kZGRqFq1aqZyIQQXEiQiIqJCRedEp3bt2jh//nym8oMHD6Ju3bp6CYqIiIhIH3SeXj58+HBMnDgRkZGREELg0KFDuH//Pnbv3o1Vq1blR4xEREREeaJzi07btm2xcuVKBAcHw9zcHIsXL8bdu3excuVKNG/ePD9iJCIiIsoTnVt0AKBRo0ZZroxsCLGxsejfvz+USiWUSiX69euHnj17GjosIiIiKgR0TnSePn0KmUyG8uXLAwBCQkKwd+9e1K5dG7169dJ7gLmxsLDA5s2bYW5ujoSEBHTq1Ant2rWDlZVVgcdCREREhYvOXVfjx4/H6dOnAQBRUVHo378/rl69igULFmDp0qV6DzA3crlcfWPRlJQUAOkzwIiIiIh0TnTu3LkDFxcXAMCBAwegUCiwbds2zJ07F4GBgToHcO7cOQwdOhSenp6wt7fHkSNHMtXZvHkzWrduDWdnZ/To0QMhISEa22NjY9GlSxd4eXlh0KBBsLa21jkOIiIikh6dE520tDSYmpoCAE6dOoXWrVsDAGrWrImoqCidA0hISIC9vT2mTp2a5fb9+/dj5syZGDFiBAIDA+Hg4IBBgwYhJiZGXad06dLYs2cPjh49ir179yI6OlrnOIiIiEh68rSOzrZt23D+/HmcOnUKLVq0AAA8f/4cZcuW1TkALy8vjB07Fu3atctye0BAAHr27Inu3bujdu3a8Pf3h5mZGXbu3Jmprq2tLRwcHLJc54eIiIiKH50Tna+//hq///47+vbtC29vbzg4OAAAjh07pu7S0peUlBRcv34dHh4e6jIjIyN4eHjg0qVLAIDo6GjExcUBAN68eYPz58+jRo0aeo2DiIiIiiadZ101adIEp0+fRlxcHMqUKaMu79mzp3pQsL68fPkSSqUSNjY2GuU2Njbq+2o9efIEU6ZMgRACQgj4+vrC3t5er3EUBjIZIJPJcqyTfg0KKCAiIqIiIE/r6Mjlco0kBwAqV66sl4B05eLigj///NMgxy4oMhlQUpYIo9TYHOupTMsgUeScbDIZIiKi4kTnRKd169Y5tiwcPXr0vQJ6m5WVFeRyucbAYwCIiYmBra2t3o5T2MlkMhilxkJ1+zCQEp91JXMrmNq3hlFaLIDsMxmVSWkkwJzJDhERFQs6JzpffPGFxuO0tDTcuHEDJ06cwKBBg/QWGACYmprC0dERwcHBaNu2LQBApVIhODgYvr6+ej1WkZASD5Ecl+UmmakFZCnxEHf/g0jOJhkytYCRoh1kJiW51hARERUL753oZNi8eTOuXbumcwDx8fEIDw9XP3706BFCQ0NRpkwZVKxYEQMGDMCECRPg5OQEFxcXbNiwAYmJiejWrZvOxyoOREpC9slQAcdCRERkaHkao5OVFi1aYN68eZg5c6ZOz7t27Rr69eunfpzxfB8fH8yaNQsdO3bEixcvsHjxYkRFRaFu3bpYs2ZNseq60iuZUXpXWA7z7TiOh4iIpEJvic7BgwfztI5OkyZNcOvWrRzr+Pr6Fs+uKn2Tm8JYLkPJlGfgOB4iIioOdE50PvnkE43ByEIIREdH48WLF9mubkyFhNyE43iIiKhY0TnRyRgUnEEmk8Ha2hru7u6oVauW3gKj/MNxPEREVFzonOiMHDkyP+IgIiIi0judbwFBREREVFQw0SEiIiLJ0tusK8obbe5hldt2veMUdCIikgitEp2bN29CoVDAKKdvPtKZtvewgpEcxlAipSCC4hR0IiKSEK0SHR8fH5w4cQI2NjZo06YNduzYASsrq/yOTfK0uocVAFjaQVa1YXpmlN84BZ2IiCREq0SndOnSePToEWxsbPD48WN+uelbDvewAtLvY1XQOAWdiIikQKtEp3379vD19YWdnR1kMhm6d++ebTeWPu9eTkRERPQ+tEp0pk2bhnbt2iE8PBzTp09Hjx49YGFR8K0MRERERLrQetZVixYtAADXr19Hv379YGlpmW9BURGgxcwsgLOziIjIsHSeXv723cmfPXsGAChfvrz+IqLCT8uZWQBnZxERkWHpnOioVCosX74cAQEBSEhIAABYWFhgwIABGDZsGKegFwfazMwCODuLiIgMTudEZ8GCBdixYwfGjx+PBg0aAAAuXLiApUuXIiUlBWPHjtV7kFQ45TQzC+DsLCIiMjydE53AwEBMnz4dbdq0UZc5ODigXLly8Pf3Z6JDREREhYbO/UyvX79GzZo1M5XXrFkTr1+/1ktQRERERPqgc6Lj4OCAzZs3ZyrfvHkzHBwc9BIUERERkT7o3HX1zTffYMiQITh16hRcXV0BAJcvX8bTp0/x66+/6js+IiIiojzTuUXH3d0dBw8eRLt27fDmzRu8efMG7dq1w8GDB9GoUaP8iJGKMvV6O9n/K+ibsxMRUfGhc4sOAJQrV46Djil3vBM6EREZWJ4SHSKt8E7oRERkYEx0KN/xTuhERGQoXMaYiIiIJEunREcIgSdPniA5OTm/4iEiIiLSG50Tnfbt2+Pp06f5FQ8VR5yZRURE+USnMTpGRkaoVq0aXr16lU/hULHDmVlERJSPdB6MPH78eMyZMwc//vgjFApFfsRExQlnZhERUT7SOdGZMGECEhMT0bVrV5iYmMDMzExj+9mzZ/UWHBUfnJlFRET5QedEZ/LkyfkRBxEREZHe6Zzo+Pj45EccRERERHqXp3V0wsPDsWDBAowbNw4xMTEAgOPHj+POnTt6DY6IiIjofeic6Jw9exadO3dGSEgIDh06hISEBADArVu3sGTJEr0HSERERJRXOic68+bNw5gxYxAQEAATExN1edOmTXH58mV9xkZERET0XnROdG7fvo22bdtmKre2tsbLly/1EhQRERGRPuic6JQqVQpRUVGZykNDQ1GuXDm9BEWUCVdPJiKiPNA50fH29sbcuXMRFRUFmUwGlUqFCxcuYPbs2fjkk0/yIUQq9t5aPdkiNft/JWWJTHaIiEiDztPLx44di59++gktW7aEUqmEt7c3lEolOnXqhGHDhuVHjFTcabt6sn0HGJlY5Lh6shCCt5EgIipGdE50TE1NMX36dAwfPhx37txBfHw86tWrh+rVq+dDeET/L8fVk3nPLCIiyoLOiU6GihUrokKFCgAAGfsLyNB4zywiIspCnhKdP/74Axs2bMCDBw8AANWrV8cXX3yBHj166DM2Ip3xnllERPQ2nROdRYsWYf369fD19YWrqysA4PLly5gxYwaePHmC0aNH6ztGIiIiojzROdHZunUrpk2bhk6dOqnL2rRpA3t7e0ybNo2JDhERERUaOk8vT0tLg5OTU6ZyR0dHKJVKvQRFREREpA86Jzpdu3bF1q1bM5Vv374dnTt31ktQRERERPqgVdfVzJkz1f+XyWT4448/cPLkSdSvXx8AEBISgidPnnDBQCIiIipUtEp0bty4ofHY0dERABAeHg4AKFu2LMqWLYs7d+7oOTwiIiKivNMq0dm4cWN+x0FUMNT3zMq5GldQJiKShjwvGEhU5Gi5ejLAFZSJiKRC50QnOTkZGzduxJkzZxATE5NphdnAwEC9BUekV9qsngzwvllERBKic6IzefJknDx5Eh06dICLiwtv/0BFTk6rJwO8bxYRkZTonOgEBQVh9erVaNiwYX7EQ2R4vG8WEZFk6JzolCtXDhYWFvkRC1GhwvtmEREVfTovGDhhwgTMnTsXjx8/zo94iIiIiPRG5xYdZ2dnJCcno23btjAzM4OJiYnG9rNnz+otOCIiIqL3oXOiM27cODx//hxjx46Fra0tByMTERFRoaVzonPp0iX8/vvvcHBwyI94iIiIiPRG50SnZs2aSEpKyo9YiIoWrVZZFsht6DLX4yEiyj86Jzrjx4/HrFmzMHbsWCgUikxjdCwtLfUWHFGhpc1aOzIjyE3MoExJyHFXXI+HiCj/6JzofPnllwCA/v37a5QLISCTyRAaGqqXwIgKNW3W2rG0g0nVhkjLbT0ersJMRJRvdE50fvvtt/yIg6hIynGtHVOL3OtwFWYionylc6Lj7u6eH3EQFU9chZmIKF/pnOicO3cux+2NGzfOczBExRVXYSYiyh86Jzp9+/bNVPb2Wjoco0NERFT0yWTIca28orKO3nu36KSmpiI0NBSLFi3C2LFj9RYYERERGYZMBqTKjBCfkpZtHVNjgTIFGFNe6ZzolCpVKlNZ8+bNYWJiglmzZmHXrl16CYyIiIgMQyaTIT4lDf/cfI6E5KyTncrWJdGmkkjPigoxnROd7NjY2OD+/fv62h0REREZWEJyGuKySXQSU5UFHE3e6Jzo3Lx5M1PZ8+fP8euvv/K2EERERFSo6JzofPLJJ5DJZJmmubq6uuLnn3/WW2BE9BatbjcB8JYTRESadE50jh49qvHYyMgI1tbWKFGihN6CIqK3aLmoIG85QUSUmc6JTqVKlfIjDiLKjjaLCgLa33KCiw8SUTGSp8HIwcHBCA4ORkxMDFQqlca2mTNn6iUwItKU06KCgJa3nMiXyIioIOS2rg3Arums6JzoLF26FMuWLYOTkxPs7OyKzIJBRBlkQM7TIfmeJqJCRpt1bQDAwtQYJlAx2XmLzonOtm3bMHPmTHzyySf5EI60SGVVSSkRAJJVAiqlKts6RkoVTAsuJCKiXGmzrk3JEsZo5fABrEzl7Jp+i86JTmpqKho0aJAfsUiKTAaUlCXCKDU2+0pGchhDiZSCC6t4k8mgAvDkVSJiX73JtlopZWnUQXrLT24fFTm2DjGRJSLot8spp3VtKGs6Jzqffvop9u7dixEjRuRHPDp7+vQpvv32W8TExEAul2P48OH4+OOPDR1W+lTg1Fiobh8GUrIZGGppB1nVhvxCLGCpShVScmjRScth29tyax1iyxARFcYuJ20SLyn1OOic6CQnJ2P79u0IDg6Gvb09jI01dzFp0iS9BacNuVyOyZMno27duoiKikK3bt3g5eWFkiVLFmgc2UqJz35g6P8Gj1IRpEXrkC4tQ0QkTYWty0nbxEtuJINKItMXdE50bt26pV4B+fbt2xrbDJEBfvDBB/jggw8AAHZ2drCyssLr168LT6JDRVJGl1R27+mM0pxah7RtGSpwWiw+yJkbRPpVWLqctEm8AMCmVAk0qG4tiR4HnROdjRs36jWAc+fOYe3atbh27RqioqKwbNkytG3bVqPO5s2bsXbtWkRFRcHBwQFTpkyBi4tLpn1du3YNKpUKFSpU0GuMVLzI//eHnaxUZdstJVcJmGuxr9wSpgL/ENFy8UGVaRkkipzPkMkQUeFj9L9uqex+yGR8FuWWeJUsobdbYRqcwc8kISEB9vb26N69O0aOHJlp+/79+zFz5kz4+/ujfv362LBhAwYNGoSDBw/CxsZGXe/Vq1eYMGECpk2bVpDhkwTJjNJvcZJTt5Q1yqJ6Lt/y2iRMBT6OR5vFB82tYGrfGkZpscgxGeIKy0SFiqmxEYzkcrxIViK7v10pdUlpy+CJjpeXF7y8vLLdHhAQgJ49e6J79+4AAH9/fwQFBWHnzp0YPHgwACAlJQUjRozAV199xRlhpDc5dUulatEtpU3CVEpZGgr871dWLq0+el3/JyUh+0HyJSxzT4a0XGFZm0GPAFuHiPTBWG6EhJQ0nLwThYSkrFtrpNQlpS2DJzo5SUlJwfXr1zFkyBB1mZGRETw8PHDp0iUA6R+QEydORNOmTbm2DxVKOSVMQpX+7Z5jN5lSBVOZluv/yHJOiGQymdazxd53hWVtBz0ChW/GCRMvKsrvk4RkZbbdUlLqktJWoT7jly9fQqlUanRRAYCNjQ3u3bsHALhw4QL2798Pe3t7HDlyBAAwZ84c2NvbF3i8RLrSuptMlXMdACirKoNaIuckRq4SkKNgZotpO+ixMM444eqy0pb7Yq5AipAhju8TSSjUiY42GjVqhJs3bxo6DCoAUl6cT5tustzW/1EKofXYooKcLVaQs020WY08PrnwTPWlgqdNsis3kiFVBRzn+0QSCnWiY2VlBblcjpiYGI3ymJgY2NraGigqMgQuzqe99x1bBGg/W0yb2R0FRdsvMBVkhWaqr6EU5W6Z96VNS2PGOJaElOy7gKjoKNSJjqmpKRwdHREcHKyecq5SqRAcHAxfX18DR0cFhovzFSitZ4vJZHidqoRSVThmd+jyBVbUWwDfB7vv0uWU7BbHcSxSZvBXMz4+HuHh4erHjx49QmhoKMqUKYOKFStiwIABmDBhApycnODi4oINGzYgMTER3bp1M2DUZAhFcnG+IkibcUOlyxqjYpoKJx9GIyY2Ocs6uiQVua39kU4gp2HQ2qwPwi+wwrdSry4KW0uUNu9bKd1Koagy+F/9tWvX0K9fP/XjmTNnAgB8fHwwa9YsdOzYES9evMDixYsRFRWFunXrYs2aNey6Ispn2nSBJephdoc2a38YyQAzU+McBzUXx/VB3kdBdd/pKzkpbC1R2rxvAb4vCwODJzpNmjTBrVu3cqzj6+vLrioiidJl7Y+CWh9EuxYmILdWJkD7L/HC1FKhL/pMTgpbS5Q271tA+/eltisak+4MnugQ6Yu296eiwkmbtT8KYn0QbX+pa9PKBOT+JV7YWioyaJPs5ZZ85UdyUtgGkuf0ngS0e19yReP8xUSHJEGf96ciLcmMYG4qg2U2H+TmpnIYGwElTeXI6dtQm3rmpnIYFdBnvK6/1HOqp82XeGFrqQC0T/YsSxjDJMeVsbW7r1JxxxWN8xcTHZIEfd2firRjZFICZiZGcLeOQ2IpZZZ1LEqoUNE0Hh+WS0JyWtZ1tK1nbpIGa5OSMDXOtS9Jb7T9pZ5bPe2Pl3MyoI8B24B2XSDafPGWKWmKlnXLIS5NBbZC6AdXNM4fvHIkKfpYQ4ZyZyQ3gVFKHNJuHUJi7Oss65jbVYSxZXOobmdfR9t6JqXLwLh0FxgXVLNOIaOvAduAbslHbl+8+mqF0OfsJY510R8jWS4trSZyyGTZ/4gpLJjoEFGepSbFISUhNuttyWVyraNtvVRT+XtGWrTpa8D22/X01QXyvq0Q+py9xLEu+mMiN4KtSRKaf5CY7Y9ES3OghJEM8kL+A4SJDhFRPtJnC8P7Dth+u15hoc/ZSxzrop3cWmoAoJSZMUxS36S32sZl/QPE3K4ijFyaF/pLWbje8UREEsIWBu3pM0HjWJfsadNSA/x/a40qOT7XVtvCrni/4kRE+YgtDFTYGMtlME7JuaUGKDqtNdpgokNERYMW09kL61ABtjBQYZOaqN3YOSngXxgVChmL/WW7jYo1baazG2IKOhEVfkx0yOAEgGSV4EJ/lC1tprOblC4D4zKfoJSZMVJSs0mGtGz10WawZmFuQSKi/8dEhwxLJoMK4EJ/pJWcpqArLUrqpdVH28GabEEiKhqY6FChwIX+6H1p3eqTy8KD2g7WLO6LGBIVFUx0iEhS9LXwYK6DNU3lRXqANFFxwUSH8h0HGpMUaTtA2sbUAmVLmhSKG5YSFUdMdChfcaAxSZU2XWUlrO1gYdsJzWwTkFiGs8WIDIGJDuUfDjSmYiDHAdKly+hl3BAR5R0THcp3HGhMxR1vWFpwcr3jNrsKix0mOkREJAnaLA0g9a7CXBM9Ezlksqy7UaWKiQ4RURHAlorcabM0gJS7CrVJ9DJu1imX4Plnh4kOEVEhx5YK3eS0NICUuwq1SfSkdLNObTHRISIytFzW4yllZgyT1OLbUlEc6LPFLsdET0I369QWEx0iIgPSZj2ejO4GVXJ8sWypyFBUx5/kFndpc2PYscUu3zDRISIyIG3W4ymO3Q3vKqrjT7SN20KZDNXtw0h8w2UI9I2JDhFRIZDjFPRC2t1QkAOki+r4E13iViYXz7FF+Y2JDhGRVOQy1gfQX/JhqAHSehl/YoB7lHHcjOEw0SEikgBtxvoA+ks+iupUbm3vUcbxMNLBRIeIipfcfs0X0gGtudFmrA+g/+SjqE3l1uY6FcYEjfKOiQ4RFRu6zHAqTANadZHTWB+gcCYfhpDrbTkM0L1F+YOJDhEVG5zhpL2iOpVbH9i9JS1MdIio2CmKM5wKUkFP5c4tqQIKNrFi95a0MNGhPJMByOlnL//8iYqmgpzKrU1SBRimS5F3nZcGJjqUJwJAskpAlcMHk1wlYF5wIRGRtrQckF0QU6K1SaoAdikCkOxA+vzGRId0J5NBBeDJq0TEvnqTbTVrlEX1HJqiiajgFdYB2TklVQC7FAvr61YUMNGhPEtVqpCSQ4tOTs3QRGQYHJBdNPF1yzsmOkRExRAHZBdNfN10x3lxREREJFls0SEiovzDAbRkYEx0iIgoX0h+AK02N1FlImdwTHSIiChfSHkArbY3US3SiZxEMNEhIqJ8JcUBtNreRLWoJnJSwkSHiIgoj3K9iWoRTeSkhLOuiIiISLKY6BAREZFkMdEhIiIiyWKiQ0RERJLFRIeIiIgki4kOERERSRYTHSIiIpIsJjpEREQkWUx0iIiISLKY6BAREZFkMdEhIiIiyWKiQ0RERJLFRIeIiIgki4kOERERSRYTHSIiIpIsJjpEREQkWUx0iIiISLKMDR0A6ZcMAGSybDZmU05ERCRRTHQkRABIVgmolKostxspVTAt2JCIiIgMiomOVMhkUAF48ioRsa/eZFmllLI06iC91UcUZGxEREQGwkRHYlKVKqRk06KTlk05ERGRVHEwMhEREUkWEx0iIiKSLCY6REREJFlMdIiIiEiymOgQERGRZDHRISIiIsliokNERESSxUSHiIiIJIuJDhEREUkWEx0iIiKSLCY6REREJFmSSHRGjBiBxo0bw8/Pz9ChEBERUSEiiUSnX79+mD17tqHDICIiokJGEolOkyZNYGFhYegw8p0MgEwmy/qfoYMjIiIqhAye6Jw7dw5Dhw6Fp6cn7O3tceTIkUx1Nm/ejNatW8PZ2Rk9evRASEiIASI1LAEgWSWQpFRl+S9FJQwdIhERUaFj8EQnISEB9vb2mDp1apbb9+/fj5kzZ2LEiBEIDAyEg4MDBg0ahJiYmAKO1IBkMqgAPHmViNvP3mT5LzI2CRBMdoiIiN5mbOgAvLy84OXlle32gIAA9OzZE927dwcA+Pv7IygoCDt37sTgwYMLKsxCIVWpQopSle02IiIi0mTwFp2cpKSk4Pr16/Dw8FCXGRkZwcPDA5cuXTJgZERERFQUFOpE5+XLl1AqlbCxsdEot7GxQXR0tPpx//79MXr0aBw/fhwtWrRgEkREREQACkHXlT6sX7/e0CEQERFRIVSoEx0rKyvI5fJMA49jYmJga2troKiKNhkA/G9KetYVOFGdiIiko1B3XZmamsLR0RHBwcHqMpVKheDgYLi5uRkwsqJJ/r8kJjmbKepJ/xvszLlbREQkFQZv0YmPj0d4eLj68aNHjxAaGooyZcqgYsWKGDBgACZMmAAnJye4uLhgw4YNSExMRLdu3QwYddEkM5JBCIEnrxIR++pNlnVKKUujDtJbfpjwEBFRUWfwROfatWvo16+f+vHMmTMBAD4+Ppg1axY6duyIFy9eYPHixYiKikLdunWxZs0adl29h5ymqadxmjoREUmIwROdJk2a4NatWznW8fX1ha+vbwFFRERERFJh8ESHCp/cBixzuDIRERUVTHRIw9sDllXZdGPJVQLmBRkUERFRHjHRIQ3aDFi2RllU5321iIioCGCiQ1nifbWIiEgKCvU6OkRERETvg4kOERERSRYTHSIiIpIsJjpEREQkWUx0iIiISLKY6BAREZFkMdEhIiIiyeI6OoVAxi0XctxOREREOmOiY2ACQLJKZHu7BYC3XCAiIsorJjqGJJNBBeR4uwWAt1wgIiLKKyY6hUBOt1vI2E5ERES642BkIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJYqJDREREksVEh4iIiCSLiQ4RERFJFhMdIiIikiwmOkRERCRZTHSIiIhIspjoEBERkWQx0SEiIiLJ4t3L/0cmy4f9yWSA3BQwLpF1JbkJIDOCkbEp5CbZ1AFgZGyaa73CVqcwxsS4C1+dwhgT4y58dQpjTIxbyzomJdRfsPnyPatNPSGE0O+hiYiIiAoHdl0RERGRZDHRISIiIsliokNERESSxUSHiIiIJIuJDhEREUkWEx0iIiKSLCY6REREJFlMdIiIiEiymOgQERGRZDHRISIiIsliovMeNm/ejNatW8PZ2Rk9evRASEhIjvUPHDiAjz76CM7OzujcuTOOHz9eQJEWbbpc5+3bt+Ozzz5D48aN0bhxY/Tv3z/X14XS6fp+zrBv3z7Y29tj+PDh+RyhdOh6rWNjY+Hv7w9PT084OTmhQ4cO/PzQgq7Xef369ejQoQNcXFzg5eWFGTNmIDk5uYCiLZrOnTuHoUOHwtPTE/b29jhy5Eiuzzlz5gx8fHzg5OSEdu3aYdeuXfkbpKA82bdvn3B0dBQ7duwQd+7cEd9//71o1KiRiI6OzrL+hQsXRN26dcWvv/4qwsLCxIIFC4Sjo6O4detWAUdetOh6nceNGyc2bdokbty4IcLCwsTEiRNFw4YNxbNnzwo48qJF1+ucISIiQnz44Yfis88+E8OGDSugaIs2Xa91cnKy6Natm/jqq6/E+fPnRUREhDhz5owIDQ0t4MiLFl2v8549e4STk5PYs2ePiIiIEP/9959o3ry5mDFjRgFHXrQEBQWJ+fPni0OHDgmFQiEOHz6cY/3w8HBRv359MXPmTBEWFiY2btwo6tatK/799998i5GJTh59+umnwt/fX/1YqVQKT09PsWrVqizrjx49WgwePFijrEePHmLKlCn5GmdRp+t1fldaWppwc3MTgYGB+RShNOTlOqelpYlevXqJ7du3iwkTJjDR0ZKu13rLli2iTZs2IiUlpaBClARdr7O/v7/o16+fRtnMmTNF79698zVOKdEm0ZkzZ47w9vbWKBszZowYOHBgvsXFrqs8SElJwfXr1+Hh4aEuMzIygoeHBy5dupTlcy5fvoxmzZpplHl6euLy5cv5GWqRlpfr/K7ExESkpaWhTJky+RVmkZfX67xs2TLY2NigR48eBRGmJOTlWh87dgyurq746aef4OHhgU6dOmHlypVQKpUFFXaRk5fr7ObmhuvXr6u7tyIiInD8+HF4eXkVSMzFhSG+C43zbc8S9vLlSyiVStjY2GiU29jY4N69e1k+Jzo6Gra2tpnqR0dH51ucRV1ervO75s6diw8++EDjA4805eU6nz9/Hjt27MDu3bsLIELpyMu1joiIwOnTp9G5c2esXr0a4eHh8Pf3R1paGkaOHFkQYRc5ebnOnTt3xsuXL/HZZ59BCIG0tDT07t0bQ4cOLYiQi42svgttbW0RFxeHpKQkmJmZ6f2YbNEhyVq9ejX279+PpUuXokSJEoYORzLi4uLw7bffYtq0abC2tjZ0OJInhICNjQ2mTZsGJycndOzYEUOHDsW2bdsMHZqknDlzBqtWrcLUqVOxa9cuLF26FMePH8eyZcsMHRq9J7bo5IGVlRXkcjliYmI0ymNiYjJlqhlsbW0ztd7kVJ/ydp0zrF27FqtXr0ZAQAAcHBzyM8wiT9frHBERgcePH2PYsGHqMpVKBQCoV68eDh48iKpVq+Zv0EVUXt7TdnZ2MDY2hlwuV5fVrFkTUVFRSElJgampab7GXBTl5TovWrQIXbp0UXfF2tvbIyEhAT/88AOGDRsGIyO2C+hDVt+F0dHRsLS0zJfWHIAtOnliamoKR0dHBAcHq8tUKhWCg4Ph5uaW5XNcXV1x+vRpjbJTp07B1dU1P0Mt0vJynQHg119/xfLly7FmzRo4OzsXRKhFmq7XuWbNmti7dy92796t/te6dWs0adIEu3fvRvny5Qsy/CIlL+/pBg0aIDw8XJ1MAsCDBw9gZ2fHJCcbebnOSUlJmZKZjORSCJF/wRYzBvkuzLdhzhK3b98+4eTkJHbt2iXCwsLElClTRKNGjURUVJQQQohvvvlGzJ07V13/woULol69emLt2rUiLCxMLF68mNPLtaDrdV61apVwdHQUBw8eFM+fP1f/i4uLM9QpFAm6Xud3cdaV9nS91k+ePBFubm7ip59+Evfu3RP//POPaNasmVi+fLmhTqFI0PU6L168WLi5uYm//vpLhIeHixMnToi2bduK0aNHG+gMioa4uDhx48YNcePGDaFQKERAQIC4ceOGePz4sRBCiLlz54pvvvlGXT9jevns2bNFWFiY2LRpU75PL2fXVR517NgRL168wOLFixEVFYW6detizZo16mbRp0+favw6aNCgAebOnYuFCxdi/vz5qF69OpYtWwaFQmGoUygSdL3O27ZtQ2pqKvz8/DT2M3LkSIwaNapAYy9KdL3OlHe6XusKFSpg7dq1mDlzJrp06YJy5cqhX79++Oqrrwx1CkWCrtd52LBhkMlkWLhwISIjI2FtbY1WrVph7NixhjqFIuHatWvo16+f+vHMmTMBAD4+Ppg1axaioqLw9OlT9fYqVapg1apVmDlzJn777TeUL18e06dPx4cffphvMcqEYJscERERSRN/ohEREZFkMdEhIiIiyWKiQ0RERJLFRIeIiIgki4kOERERSRYTHSIiIpIsJjpEREQkWUx0CEIITJkyBe7u7rC3t0doaGiBHv/MmTOwt7dHbGxsgR43KxcuXEDnzp3h6OiI4cOHGzqcArVr1y40atTI0GHg5cuXaNasGR49evRe++nbty9+/vlnPUWVd2FhYWjRogUSEhLy9Hx7e3scOXJEz1FlrbBcs6KudevWWL9+vaHDoP9hokP4999/ERgYiJUrV+LEiROoU6dOvh0rqw9SNzc3nDhxAqVKlcq342pr1qxZcHBwwNGjRzFr1ixDh5Nvsvog7tixI/7++2/DBPSWlStXok2bNqhcufJ77WfJkiUYPXr0e+1j1apV6N69O9zc3NCsWTMMHz4c9+7d06iTnJwMf39/NGnSBG5ubhg1apTGTQtr164NV1dXBAQE5Bpv165d3yve7EycOLHYJe4FIbsfBzt27ECvXr0MEBFlhYkOISIiAnZ2dmjQoIH6TsnvSklJybfjm5qaws7ODjKZLN+Ooa3w8HA0bdoU5cuXR+nSpQ0djk6EEEhLS8vz883MzGBjY6PHiHSXmJiIHTt24NNPP33vfZUtWxaWlpbvtY+zZ8/i888/x/bt2xEQEIC0tDQMGjRIo3VmxowZ+Oeff7Bw4UJs3LgRz58/x8iRIzX2061bN2zduvW9Xh8qOqytrWFubm7oMChDvt1Fi4qECRMmCIVCof7XqlUrIYQQvr6+wt/fX0yfPl24u7sLX19fIYQQ69atE506dRL169cXLVq0EFOnTs10w8zz588LX19f4eLiIho1aiQGDhwoXr16lelYCoVCREREiNOnTwuFQiFev36t3sfBgwdFx44dhaOjo2jVqpVYu3atxjFatWolVqxYISZOnChcXV2Fl5eX2LZtW47nmpycLKZNmyaaNm0qnJycRO/evcWVK1eEEEJERERkim3nzp1Z7icyMlJ89dVXwtnZWbRq1Urs2bNHtGrVSgQEBKjrvH79WkyePFk0adJEuLm5ib59+4rQ0FD19sWLF4suXbqIwMBA0apVK9GgQQMxZswY8ebNG3UdpVIpVq5cKVq1aiWcnZ1F586dxYEDB9TbM65bUFCQ8PHxEY6OjuL06dPi4cOHYujQoaJZs2bC1dVVdOvWTZw8eVL9PF9f30znKoQQO3fuFA0bNtQ4182bN4s2bdoIR0dH0b59exEYGKixXaFQiO3bt4vhw4cLFxcX0a5dO3HkyBH19levXolx48aJJk2aCGdnZ9GuXTuxY8eObF+jAwcOiKZNm2qUZZznv//+K7p27SqcnZ1F3759RXR0tAgKChIfffSRcHNzE+PGjRMJCQka5zl9+nT147y8Z94VExMjFAqFOHv2rBBCiNjYWOHo6KjxuoSFhQmFQiEuXbqkLktOThZOTk7i1KlTWe53586d2b7/crvGaWlpYtKkSer3Sfv27cX69evV2xcvXpxp36dPn84yDl9fXzFt2jQxe/Zs0bhxY+Hh4SEWL16sUSenz4A3b94IZ2dnERQUpPGcQ4cOCVdXV/Xr8+TJE+Hn5ycaNmwoGjduLIYOHSoiIiKyve4Z74FTp04JHx8f4eLiInr16iXu3r2rUS+39+u7rly5Ivr37y/c3d1FgwYNxOeffy6uXbumUef169diypQpolmzZsLJyUl4e3uLY8eOqWN6+1/GtXr38+Dx48di6NChwtXVVbi5uQk/Pz/1zUWF0O7z4MCBA6JTp07C2dlZuLu7iy+++ELEx8fneH6UjolOMRcbGyuWLl0qWrRoIZ4/fy5iYmKEEOkfeK6urmL27Nni7t276g+UgIAAERwcLCIiIsSpU6dEhw4dxNSpU9X7u3HjhnBychJTp04VoaGh4vbt22Ljxo0iJiZGxMbGil69eonvv/9efVfxtLS0TInO1atXhYODg1i6dKm4d++e2Llzp3BxcdFIPFq1aiXc3d3Fpk2bxIMHD8SqVauEg4NDpg++t02bNk14enqKoKAgcefOHTFhwgTRuHFj8fLlS5GWliaeP38uGjRoINavXy+eP38uEhMTs9xP//79RdeuXcXly5fFtWvX1End2x9s/fv3F0OGDBEhISHi/v37YtasWcLd3V28fPlSCJH+webq6ipGjhwpbt26Jc6dOyeaN28u5s+fr97H8uXLxUcffST+/fdfER4eLnbu3CmcnJzEmTNnhBD//+HfuXNnceLECfHw4UPx8uVLERoaKrZu3Spu3bol7t+/LxYsWCCcnZ3VdxN++fKlaNGihVi6dKn6dRAic6Jz6NAh4ejoKDZt2iTu3bsn1q1bJ+rWrSuCg4PVdRQKhWjRooXYu3evePDggZg2bZpwdXVVn6e/v7/o2rWrCAkJEREREeLkyZPi6NGjOb5GgwYN0ijLOM+ePXuK8+fPi+vXr4t27doJX19fMXDgQHH9+nVx7tw54e7uLlatWqV+XlaJjq7vmXc9ePBAKBQKcevWLSGEEKdOncqUpAshRMuWLTXeD0II0aNHj0xJQ4bExEQxa9Ys4e3trX5NMt5/uV3jlJQUsWjRIhESEiLCw8PFn3/+KerXry/27dsnhEi/u/To0aPFoEGD1PtOTk7OMg5fX1/RoEEDsWTJEnH//n0RGBgo7O3txYkTJ9R1cvsMGDVqlPj666819vt2WUpKivj444/FpEmTxM2bN0VYWJgYN26c6NChQ7ZxZbwHevToIc6cOSPu3LkjPvvsM9GrVy91HW3er+86deqU2L17twgLCxNhYWFi8uTJwsPDQ51gKJVK0bNnT+Ht7S1OnDghwsPDxbFjx0RQUJBITk4W69evFw0aNFBf14yE7+1ER6lUiq5du4o+ffqIq1evisuXLwsfHx/1j0chcv88iIyMFPXq1RMBAQEiIiJC3Lx5U2zatCnTj0zKGhMdEgEBAeqWnAy+vr7ik08+yfW5Bw4cEO7u7urH48aNE7179862/rtfPkKITInOuHHjxIABAzTqzJ49W3Ts2FH9uFWrVhofpiqVSjRr1kxs2bIly+PGx8cLR0dHsWfPHnVZSkqK8PT0FL/++qu6rGHDhtm25Ajx/7/WQ0JC1GUZX34ZH2znzp0TDRo0yPSh3bZtW3ULwuLFi0X9+vU1frHNnj1b9OjRQwiR3gJQv359cfHiRY19TJ48WYwbN04I8f/X7fDhw9nGm8Hb21ts3LhR/fjdX5xCZE50MpLSt/n5+YmvvvpK/VihUIgFCxaoH8fHxwuFQiGOHz8uhBBiyJAhYuLEibnGl2HYsGFi0qRJGmVv/5rPsGrVKqFQKER4eLi6bMqUKWLgwIHqx1klOrq8Z96lVCrF4MGDNd7fe/bsEY6Ojpnqdu/eXcyZM0ejbMSIETlei4xf9e/K7Rpnxd/fX4waNUr9eMKECWLYsGHZ1s/g6+sr+vTpo1HWvXt38csvv2T7nHc/Aw4fPqzRepPRypMR7+7du0WHDh2ESqVSPyc5OVm4uLiI//77L8tjZPUeCAoKEgqFQiQlJQkhtHu/5kapVAo3Nzdx7NgxIYQQ//33n3BwcBD37t3Lsn5WraBCaP59nThxQtStW1c8efJEvf3OnTtCoVCoW5Rz+zy4du2aUCgU4tGjR1qfC/2/zIMxiP7H0dExU9mpU6ewatUq3Lt3D3FxcVAqlUhOTkZiYiLMzc0RGhqKjz766L2Oe+/ePbRp00ajrEGDBvjtt9+gVCohl8sBpM9GySCTyWBra4uYmJgs9xkeHo7U1FQ0aNBAXWZiYgIXFxfcvXtX69ju378PY2NjjWtTrVo1lClTRv341q1bSEhIQJMmTTSem5SUhPDwcPXjSpUqaYwh+eCDD9TxP3z4EImJiRg4cKDGPlJTU1G3bl2NMmdnZ43H8fHxWLp0KYKCghAVFQWlUomkpCQ8efJE6/ME0l+HdwdUZrwOb3v7dShZsiQsLS3x4sULAECfPn3g5+eHGzduoHnz5mjbtq3Ga/Cu5ORklChRIsttbx/HxsYG5ubmqFKlirrM1tYWV69ezfGcdHnPvMvf3x937tzBli1btKr/rhIlSiAxMTFPz83pGgPA5s2bsXPnTjx58gTJyclITU2Fg4PDex8LAOzs7DSuUW6fAS1atICJiQmOHTsGb29v/P3337C0tISHhwcA4ObNmwgPD8/0PkhOTtb4+8gtNjs7OwBATEwMKlasqPX79W3R0dFYuHAhzp49i5iYGKhUKiQmJqr/VkJDQ1G+fHnUqFEjx7hycvfuXZQvXx4VKlRQl9WuXRulS5fGvXv34OLiAiDnzwMHBwc0a9YMnTt3hqenJzw9PdGhQweNzx3KHhMdyta7g+kePXqEIUOGoE+fPhg7dizKlCmDCxcu4LvvvkNqairMzc1hZmZWYPG9O2haJpNBCFFgx89OfHw87OzssHHjxkzb3p5ZltWg74z4Mwa7rlq1CuXKldOoY2pqqvH43ddp9uzZOHXqFCZMmICqVavCzMwMfn5+SE1NzdsJ5cLExETjsUwmg0qlAgB4eXnhn3/+wfHjx3Hy5En0798fn3/+OSZMmJDlvsqWLZvtMgNvXy+ZTJbl659x3Ozk9T3z008/ISgoCJs2bUL58uXV5ba2tkhNTUVsbKzG4PWYmBj1F3GG169fo2rVqrkeKys5XeN9+/Zh9uzZmDBhAtzc3GBhYYG1a9fiypUreTpWTtdIm88AU1NTdOjQAXv37oW3tzf++usvdOzYUb3fhIQEODo6Yu7cuZmObW1trXVsGZMXcnvNczJhwgS8evUK3333HSpWrAhTU1P06tVL/bdiyM8z4P8/D+RyOQICAnDx4kWcPHkSGzduxIIFC7B9+3aNZJ+yxllXpLXr169DCIGJEyfC1dUVNWrUwPPnzzXq2NvbIzg4ONt9mJiY5PrBVLNmTVy8eFGj7OLFi6hevbq6NUdXVatWhYmJicZ+U1NTcfXqVdSuXVvr/dSoUQNpaWm4ceOGuuzhw4d4/fq1+rGjoyOio6Mhl8tRrVo1jX+5fZBnqFWrFkxNTfHkyZNM+3j7l2FWLl26BB8fH7Rr1w729vawtbXF48ePNeq8z+ugy/UC0r+8fHx8MHfuXEyePBm///57tnXr1auHsLAwnfafn4QQ+Omnn3D48GFs2LAh05eKk5MTTExMNN7z9+7dw5MnT+Dq6qpR986dO5la496mzWuSlYsXL8LNzQ2ff/456tWrh2rVqmVqGcnrvt+lzWcAAHTu3BknTpzAnTt3cPr0aXTu3Fm9zdHREQ8fPoSNjU2m9/b7LDGRl/frxYsX0bdvX3h5eaFOnTowNTXFy5cv1dvt7e3x7Nkz3L9/P8vnm5iYQKlU5hhXrVq18OzZMzx9+lRdFhYWhtjYWNSqVUubUwOQntg1bNgQfn5+2L17N0xMTApsfaWijokOaa1atWpITU3Fxo0bERERgd27d2Pbtm0adQYPHoyrV6/ixx9/xM2bN3H37l1s2bJF3cxeqVIlXLlyBY8ePcKLFy+y/PAdOHAggoODsWzZMty/fx+BgYHYvHlzpm4cXZQsWRJ9+vTBnDlz8O+//yIsLAxTpkxBUlKSTlOZa9WqBQ8PD/zwww8ICQnBjRs3MGXKFJiZmal/YXp4eMDV1RUjRozAiRMn8OjRI1y8eBELFizItWslg6WlJQYOHIiZM2ciMDAQ4eHhuH79OjZu3IjAwMAcn1utWjUcPnwYoaGhuHnzJsaPH5/pOleqVAnnzp1DZGSkRhfI27788ksEBgZiy5YtePDgAQICAnD48GGdXodFixbhyJEjePjwIe7cuYOgoKAcP9w9PT0RFhamkTgakr+/P/bs2YN58+bBwsICUVFRiIqKQlJSEoD0Frru3btj1qxZOH36NK5du4bJkyfDzc1NI9F59OgRIiMj1d03WalUqRIePXqE0NBQvHjxQuslHapVq4Zr167hv//+w/3797Fw4cJM77NKlSrh1q1buHfvHl68eJHn1j1tPgMAoHHjxrC1tcXXX3+NypUro379+uptnTt3hpWVFYYNG4bz588jIiICZ86cwfTp0/Hs2bM8xQXk7f1avXp17NmzB3fv3sWVK1fw9ddfa7TiuLu7o1GjRvDz88PJkycRERGB48eP499//wWQfl0TEhIQHByMFy9eZNk16eHhAYVCga+//hrXr19HSEgIvv32W7i7u2fqds7OlStXsHLlSly9ehVPnjzBoUOH8OLFC9SsWVPHq1Q8MdEhrTk4OGDSpEn49ddf0alTJ+zduxfjxo3TqFOjRg2sW7cON2/eRI8ePdC7d28cPXpU3Sw7cOBAyOVyeHt7o1mzZlmOG3F0dMTChQuxf/9+dO7cGYsXL4afnx+6dev2XvF//fXX6NChA7799lv4+Pjg4cOHWLNmjc793LNnz4aNjQ0+//xzjBw5Ej179oSFhYV6bIlMJsPq1avRuHFjTJo0CR999BHGjRuHx48fw9bWVuvjjBkzBsOHD8eqVavQsWNHfPnllwgKCsp1Ib2JEyeidOnS6N27N4YOHYoPP/ww03grPz8/PH78GG3btkWzZs2y3E/btm0xefJkrFu3Dp06dcK2bdswY8aMTGOPcmJiYoL58+ejS5cu8PX1hZGREebPn59tfXt7e9SrVw8HDhzQ+hj5aevWrXjz5g369u2rHhvh6emJ/fv3q+tMnjwZLVu2hJ+fH3x9fWFra4slS5Zo7Gffvn1o3rw5KlWqlO2xOnTogA8//BD9+vVDs2bN8Ndff2kVY+/evdG+fXuMHTsWPXv2xKtXr/DZZ59p1OnZsydq1KiB7t27o1mzZplaPrSlzWcAkP434O3tjZs3b2q05gDpXa2bNm1CxYoVMXLkSHTs2BHfffcdkpOT32vdo7y8X3/++We8fv0aPj4++Pbbb9G3b99Ma0ktWbIETk5OGDduHLy9vTF37lz1D4cGDRqgd+/eGDNmDJo1a4Y1a9ZkeS2WL1+O0qVLw9fXF/3790eVKlWwYMECrc/N0tIS586dw+DBg9GhQwcsXLgQEydOhJeXl9b7KM5kojAMaiAqwp49ewYvLy+sX78+26SBtBcUFIQ5c+bgr7/+gpFR0f8tlpKSgg4dOmDu3Llo2LChocMhKnY4GJlIR8HBwUhISIBCoUBUVBR++eUXVKpUqVDcJ0oKWrZsiQcPHiAyMjLX8UhFwdOnTzFkyBAmOUQGwhYdIh39999/mD17NiIiImBhYQE3NzdMnjw5x24JIiIyDCY6REREJFlFvwOciIiIKBtMdIiIiEiymOgQERGRZDHRISIiIsliokNERESSxUSHiIiIJIuJDhEREUkWEx0iIiKSLCY6REREJFn/BxKdWC+UVe7jAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "free 36906\n",
      "pro 5436\n",
      "Ratio of clips from super bad users: 3.34%\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "run_bot_detection(clip_df, reaction_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alpha testing user selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:30:26.961608Z",
     "iopub.status.busy": "2024-08-23T03:30:26.961416Z",
     "iopub.status.idle": "2024-08-23T03:30:27.345496Z",
     "shell.execute_reply": "2024-08-23T03:30:27.344908Z",
     "shell.execute_reply.started": "2024-08-23T03:30:26.961589Z"
    }
   },
   "outputs": [],
   "source": [
    "# Alpha testing user selection\n",
    "# we focus on the folks who are good good\n",
    "\n",
    "# # 0526 is v2 -- prod\n",
    "# # 0529 is v4 -- still good IMO, more data\n",
    "# early_v3p5_data = pd.read_csv(\"/home/tony/Data/Preference/13b_v0/interesting_clips_20240529.csv\")\n",
    "\n",
    "# print(\"uqniue users for vp5\", early_v3p5_data[\"user_id\"].nunique())\n",
    "\n",
    "# early_v3_data = pd.read_csv(\"/home/tony/Data/Preference/7b_v0_interesting_clips.csv\")\n",
    "\n",
    "# print(\"uqniue users for v3\", early_v3_data[\"user_id\"].nunique())\n",
    "\n",
    "# early_v2_data = pd.read_csv(\"/home/tony/Data/Preference/3b_v0_interesting_clips.csv\")\n",
    "\n",
    "# print(\"uqniue users for v2\", early_v2_data[\"user_id\"].nunique())\n",
    "\n",
    "# intersection_user_ids_super = set(early_v3p5_data[\"user_id\"].unique()).intersection(set(early_v3_data[\"user_id\"].unique())).intersection(set(early_v2_data[\"user_id\"].unique()))\n",
    "\n",
    "# intersection_user_ids_v3_on = set(early_v3p5_data[\"user_id\"].unique()).intersection(set(early_v3_data[\"user_id\"].unique())).difference(intersection_user_ids_super)\n",
    "\n",
    "# print(len(intersection_user_ids_super), len(intersection_user_ids_v3_on))\n",
    "\n",
    "# super_user_df = user_df[user_df[\"id\"].isin(intersection_user_ids_super)].copy()\n",
    "# print(super_user_df.shape)\n",
    "# v3_onward_user_df = user_df[user_df[\"id\"].isin(intersection_user_ids_v3_on)].copy()\n",
    "# print(v3_onward_user_df.shape)\n",
    "# super_user_df.to_csv(\"/home/tony/Data/Preference/alpha_users/super_user.csv\", index=False)\n",
    "# v3_onward_user_df.to_csv(\"/home/tony/Data/Preference/alpha_users/v3_onward_user.csv\", index=False)\n",
    "# print(\"Done!!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-06-21T19:35:17.755108Z",
     "iopub.status.busy": "2024-06-21T19:35:17.754937Z",
     "iopub.status.idle": "2024-06-21T19:35:17.774581Z",
     "shell.execute_reply": "2024-06-21T19:35:17.774106Z",
     "shell.execute_reply.started": "2024-06-21T19:35:17.755091Z"
    }
   },
   "source": [
    "# Snow flake access"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:30:27.346430Z",
     "iopub.status.busy": "2024-08-23T03:30:27.346268Z",
     "iopub.status.idle": "2024-08-23T03:30:28.108248Z",
     "shell.execute_reply": "2024-08-23T03:30:28.107741Z",
     "shell.execute_reply.started": "2024-08-23T03:30:27.346414Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROD\n"
     ]
    }
   ],
   "source": [
    "snow_session = Session.builder.configs(CONNECTION_PARAMETERS).create()\n",
    "\n",
    "snow_root = Root(snow_session)\n",
    "snow_schema = snow_root.databases[\"SUNO_PROD\"].schemas[\"PROD\"]\n",
    "print(snow_schema.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:30:28.109075Z",
     "iopub.status.busy": "2024-08-23T03:30:28.108924Z",
     "iopub.status.idle": "2024-08-23T03:30:30.577447Z",
     "shell.execute_reply": "2024-08-23T03:30:30.576872Z",
     "shell.execute_reply.started": "2024-08-23T03:30:28.109059Z"
    }
   },
   "outputs": [],
   "source": [
    "# select the df we want to squery for play counts\n",
    "subset_v4_clips_df = final_interesting_clips[\n",
    "    final_interesting_clips[\"model_name\"] == target_model_name\n",
    "].copy()\n",
    "\n",
    "v4_clip_ids = list(str(s) for s in subset_v4_clips_df[\"id\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:30:30.578377Z",
     "iopub.status.busy": "2024-08-23T03:30:30.578215Z",
     "iopub.status.idle": "2024-08-23T03:31:48.792902Z",
     "shell.execute_reply": "2024-08-23T03:31:48.792344Z",
     "shell.execute_reply.started": "2024-08-23T03:30:30.578361Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                                                          | 0/4 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|████████████████████████████▌                                                                                     | 1/4 [00:23<01:10, 23.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 50%|█████████████████████████████████████████████████████████                                                         | 2/4 [00:45<00:45, 22.76s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 100000\n",
      "Length of the ID query string: 3899999\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 75%|█████████████████████████████████████████████████████████████████████████████████████▌                            | 3/4 [01:07<00:22, 22.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 52596\n",
      "Length of the ID query string: 2051243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4/4 [01:18<00:00, 19.55s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "snow_batch_size = 100_000\n",
    "snow_results = []\n",
    "for clip_ids_chunk in tqdm.tqdm(\n",
    "    [\n",
    "        v4_clip_ids[i : i + snow_batch_size]\n",
    "        for i in range(0, len(v4_clip_ids), snow_batch_size)\n",
    "    ]\n",
    "):\n",
    "    id_query_str = \",\".join(\"'\" + x + \"'\" for x in clip_ids_chunk)\n",
    "    print(f\"Number of clip IDs in this chunk: {len(clip_ids_chunk)}\")\n",
    "    print(f\"Length of the ID query string: {len(id_query_str)}\")\n",
    "\n",
    "    session_query = snow_session.sql(\n",
    "        f\"\"\" select *\n",
    "        from ML_SONG_SUMMARY_INFO\n",
    "        where p_date = DATE(SYSDATE() - INTERVAL '2 HOUR')\n",
    "        and p_hour = hour(SYSDATE() - INTERVAL '2 HOUR')\n",
    "        and song_id in ({id_query_str})\n",
    "        order by p_hour desc;\"\"\"\n",
    "    )\n",
    "    temp_df_snow_test = pd.DataFrame(session_query.collect())\n",
    "    snow_results.append(temp_df_snow_test)\n",
    "print(len(snow_results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:48.793773Z",
     "iopub.status.busy": "2024-08-23T03:31:48.793620Z",
     "iopub.status.idle": "2024-08-23T03:31:49.207103Z",
     "shell.execute_reply": "2024-08-23T03:31:49.206542Z",
     "shell.execute_reply.started": "2024-08-23T03:31:48.793758Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of df_snow_test:\n",
      "Rows: 345216\n",
      "Columns: 10\n"
     ]
    }
   ],
   "source": [
    "df_snow_test = pd.concat(snow_results)\n",
    "df_snow_test = df_snow_test.rename(columns=lambda x: x.lower())\n",
    "df_snow_test = df_snow_test.rename(columns={\"song_id\": \"str_id\"})\n",
    "print(\"Shape of df_snow_test:\")\n",
    "print(f\"Rows: {df_snow_test.shape[0]}\")\n",
    "print(f\"Columns: {df_snow_test.shape[1]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:49.207929Z",
     "iopub.status.busy": "2024-08-23T03:31:49.207778Z",
     "iopub.status.idle": "2024-08-23T03:31:50.375128Z",
     "shell.execute_reply": "2024-08-23T03:31:50.374558Z",
     "shell.execute_reply.started": "2024-08-23T03:31:49.207913Z"
    }
   },
   "outputs": [],
   "source": [
    "subset_v4_clips_df[\"str_id\"] = subset_v4_clips_df[\"id\"].astype(str)\n",
    "subset_v4_clips_df_test = subset_v4_clips_df.merge(\n",
    "    df_snow_test, on=\"str_id\", how=\"left\"\n",
    ")\n",
    "subset_v4_clips_df_test[\"norm_play_frac\"] = (\n",
    "    subset_v4_clips_df_test[\"total_play_time\"].fillna(0)\n",
    "    / subset_v4_clips_df_test[\"duration\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:50.376065Z",
     "iopub.status.busy": "2024-08-23T03:31:50.375907Z",
     "iopub.status.idle": "2024-08-23T03:31:51.813744Z",
     "shell.execute_reply": "2024-08-23T03:31:51.813238Z",
     "shell.execute_reply.started": "2024-08-23T03:31:50.376049Z"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a figure with two subplots\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# First subplot: Total play duration\n",
    "pos_play_time = subset_v4_clips_df_test[subset_v4_clips_df_test[\"preference\"]][\n",
    "    \"total_play_time\"\n",
    "]\n",
    "neg_play_time = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\n",
    "    \"total_play_time\"\n",
    "]\n",
    "\n",
    "pos_play_time.hist(\n",
    "    bins=np.linspace(0, 400, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"pos (mean={pos_play_time.mean():.2f}, median={pos_play_time.median():.2f})\",\n",
    "    ax=ax1,\n",
    ")\n",
    "neg_play_time.hist(\n",
    "    bins=np.linspace(0, 400, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"neg (mean={neg_play_time.mean():.2f}, median={neg_play_time.median():.2f})\",\n",
    "    ax=ax1,\n",
    ")\n",
    "ax1.legend()\n",
    "ax1.set_xlabel(\"Total play duration in seconds\")\n",
    "ax1.set_ylabel(\"counts\")\n",
    "ax1.set_title(\"Play duration comparison\")\n",
    "\n",
    "# Second subplot: Normalized play fraction\n",
    "pos_norm_play_frac = subset_v4_clips_df_test[subset_v4_clips_df_test[\"preference\"]][\n",
    "    \"norm_play_frac\"\n",
    "]\n",
    "neg_norm_play_frac = subset_v4_clips_df_test[~subset_v4_clips_df_test[\"preference\"]][\n",
    "    \"norm_play_frac\"\n",
    "]\n",
    "\n",
    "pos_norm_play_frac.hist(\n",
    "    bins=np.linspace(0, 10, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"pos (mean={pos_norm_play_frac.mean():.2f}, median={pos_norm_play_frac.median():.2f})\",\n",
    "    ax=ax2,\n",
    ")\n",
    "neg_norm_play_frac.hist(\n",
    "    bins=np.linspace(0, 10, 100),\n",
    "    alpha=0.5,\n",
    "    label=f\"neg (mean={neg_norm_play_frac.mean():.2f}, median={neg_norm_play_frac.median():.2f})\",\n",
    "    ax=ax2,\n",
    ")\n",
    "ax2.legend()\n",
    "ax2.set_xlabel(\"Normalized play counts (play duration/duration)\")\n",
    "ax2.set_ylabel(\"Log counts\")\n",
    "ax2.set_yscale(\"log\")\n",
    "ax2.set_title(\"Normalized play duration comparison (Log scale)\")\n",
    "\n",
    "# Adjust layout and display the plot\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:51.814801Z",
     "iopub.status.busy": "2024-08-23T03:31:51.814459Z",
     "iopub.status.idle": "2024-08-23T03:31:52.561824Z",
     "shell.execute_reply": "2024-08-23T03:31:52.561247Z",
     "shell.execute_reply.started": "2024-08-23T03:31:51.814783Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraction of clips that pass the play duration cut: 0.7690\n",
      "Number of unique requests passing play duration criteria: 170631\n",
      "Fraction of unique requests that pass play duration criteria: 0.9224\n"
     ]
    }
   ],
   "source": [
    "play_duration_mask = (\n",
    "    subset_v4_clips_df_test[\"preference\"]\n",
    "    & (subset_v4_clips_df_test[\"norm_play_frac\"] >= 0.95)\n",
    "    & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n",
    ") | (\n",
    "    (~subset_v4_clips_df_test[\"preference\"])\n",
    "    & (subset_v4_clips_df_test[\"norm_play_frac\"] <= 3.1)\n",
    "    & (subset_v4_clips_df_test[\"total_play_time\"] >= 10)\n",
    ")\n",
    "# Calculate the fraction of clips that pass the play duration cut\n",
    "frac_pass_play_duration = play_duration_mask.sum() / subset_v4_clips_df_test.shape[0]\n",
    "\n",
    "# Print the result with a formatted string\n",
    "print(\n",
    "    f\"Fraction of clips that pass the play duration cut: {frac_pass_play_duration:.4f}\"\n",
    ")\n",
    "\n",
    "# Get unique request IDs that pass the play duration criteria\n",
    "unique_requests_pass_play_durations = subset_v4_clips_df_test[play_duration_mask][\n",
    "    \"request_id\"\n",
    "].unique()\n",
    "\n",
    "# Print the number of unique requests that pass the play duration criteria\n",
    "print(\n",
    "    f\"Number of unique requests passing play duration criteria: {len(unique_requests_pass_play_durations)}\"\n",
    ")\n",
    "\n",
    "# Calculate the fraction of unique requests that pass play duration criteria\n",
    "fraction_requests_pass = (\n",
    "    len(unique_requests_pass_play_durations)\n",
    "    / subset_v4_clips_df_test[\"request_id\"].nunique()\n",
    ")\n",
    "\n",
    "# Print the result with a formatted string\n",
    "print(\n",
    "    f\"Fraction of unique requests that pass play duration criteria: {fraction_requests_pass:.4f}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:52.562718Z",
     "iopub.status.busy": "2024-08-23T03:31:52.562556Z",
     "iopub.status.idle": "2024-08-23T03:31:54.468250Z",
     "shell.execute_reply": "2024-08-23T03:31:54.467655Z",
     "shell.execute_reply.started": "2024-08-23T03:31:52.562703Z"
    }
   },
   "outputs": [],
   "source": [
    "subset_v4_clips_df_pass_duration = subset_v4_clips_df_test[play_duration_mask].copy()\n",
    "play_duration_mask_request_mask = subset_v4_clips_df_pass_duration[\"request_id\"].isin(\n",
    "    subset_v4_clips_df_pass_duration[\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[subset_v4_clips_df_pass_duration[\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "final_subset_v4_clips_df = subset_v4_clips_df_pass_duration[\n",
    "    play_duration_mask_request_mask\n",
    "].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:31:54.469156Z",
     "iopub.status.busy": "2024-08-23T03:31:54.469001Z",
     "iopub.status.idle": "2024-08-23T03:31:54.937984Z",
     "shell.execute_reply": "2024-08-23T03:31:54.937401Z",
     "shell.execute_reply.started": "2024-08-23T03:31:54.469140Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request IDs: 100,526, Total 184983\n"
     ]
    }
   ],
   "source": [
    "# Count and print the number of unique request IDs\n",
    "unique_request_count = final_subset_v4_clips_df[\"request_id\"].nunique()\n",
    "print(\n",
    "    f\"Number of unique request IDs: {unique_request_count:,}, Total {subset_v4_clips_df_test['request_id'].nunique()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-08-23T03:46:26.173363Z",
     "iopub.status.busy": "2024-08-23T03:46:26.172733Z",
     "iopub.status.idle": "2024-08-23T03:46:31.199461Z",
     "shell.execute_reply": "2024-08-23T03:46:31.198864Z",
     "shell.execute_reply.started": "2024-08-23T03:46:26.173344Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(201052, 63)\n"
     ]
    }
   ],
   "source": [
    "# final_subset_v4_clips_df.to_pickle(\n",
    "#     \"/home/tony/Data/Preference/30b_v1/interesting_clips_v4_t_2_20240823_full.pkl\",\n",
    "# )\n",
    "print(final_subset_v4_clips_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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