{
 "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": "2024-10-27T05:39:23.795753Z",
     "iopub.status.busy": "2024-10-27T05:39:23.795616Z",
     "iopub.status.idle": "2024-10-27T05:39:23.949763Z",
     "shell.execute_reply": "2024-10-27T05:39:23.949313Z",
     "shell.execute_reply.started": "2024-10-27T05:39:23.795735Z"
    }
   },
   "outputs": [],
   "source": [
    "# setup tailscale if you haven't\n",
    "# https://tailscale.com/kb/1031/install-linux\n",
    "# curl -fsSL https://tailscale.com/install.sh | sh\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": "2024-10-27T05:39:23.950412Z",
     "iopub.status.busy": "2024-10-27T05:39:23.950272Z",
     "iopub.status.idle": "2024-10-27T05:39:29.939375Z",
     "shell.execute_reply": "2024-10-27T05:39:29.938829Z",
     "shell.execute_reply.started": "2024-10-27T05:39:23.950398Z"
    }
   },
   "outputs": [],
   "source": [
    "# make sure sqlalchemy is >=2\n",
    "# pip install psycopg2-binary\n",
    "# pip install \"sqlalchemy>=2\"\n",
    "import os\n",
    "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 numpy as np\n",
    "import pandas as pd\n",
    "import sqlalchemy\n",
    "from sqlalchemy.pool import QueuePool\n",
    "import tqdm\n",
    "from botocore.exceptions import ClientError\n",
    "from suno_analytics.preference_helper import get_preference_counts\n",
    "from suno_analytics.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",
    "# alternative...\n",
    "engine = sqlalchemy.create_engine(\n",
    "    \"postgresql://postgres:%s@suno-main-pgdb-prod-instance-1.cnfvffydbwvc.us-east-2.rds.amazonaws.com/suno_main\"\n",
    "    % quote(my_secrets[\"password\"]),\n",
    ")\n",
    "\n",
    "\n",
    "home_dir = os.path.expanduser(\"~\")\n",
    "snow_password_path = os.path.join(home_dir, \".aws\", \"snow_pw.txt\")\n",
    "if os.path.exists(snow_password_path):\n",
    "    # !pip install snowflake\n",
    "    from snowflake.core import Root\n",
    "    from snowflake.snowpark import Session\n",
    "\n",
    "    with open(snow_password_path, \"r\") as fp:\n",
    "        fp_lines = fp.readlines()\n",
    "        snow_password = fp_lines[0].strip()\n",
    "        snow_username = fp_lines[1].strip()\n",
    "\n",
    "    CONNECTION_PARAMETERS = {\n",
    "        \"account\": \"fu90569.us-east-2.aws\",\n",
    "        \"user\": snow_username,\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": "2024-10-27T05:39:29.940206Z",
     "iopub.status.busy": "2024-10-27T05:39:29.939971Z",
     "iopub.status.idle": "2024-10-27T05:39:29.957681Z",
     "shell.execute_reply": "2024-10-27T05:39:29.957201Z",
     "shell.execute_reply.started": "2024-10-27T05:39:29.940190Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-10-09 15:20:00\n"
     ]
    }
   ],
   "source": [
    "# there are 4 hr time difference between eastern time and utc\n",
    "# cutoff_date = \"2024-08-26 21:00:00\"  # v4-t3 out\n",
    "cutoff_date = \"2024-10-09 15:20:00\"  # 30b t5 out\n",
    "# cutoff_date = \"2024-10-14 20:20:00\"  # 30b t5-1 out\n",
    "# cutoff_date = \"2024-10-15 00:20:00\"  # 30b t5-1-b40 out\n",
    "# cutoff_date = \"2024-10-15 19:00:00\"  # 30b t5-2 out\n",
    "# cutoff_date = \"2024-10-16 19:00:00\"  # 30b t5-3 out\n",
    "# cutoff_date = (datetime.datetime.now() - datetime.timedelta(hours=2)).astimezone(datetime.timezone.utc).strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "print(cutoff_date)\n",
    "\n",
    "target_model_name = \"chirp-v3p5-engine-t-5\""
   ]
  },
  {
   "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": "2024-10-27T05:39:29.958346Z",
     "iopub.status.busy": "2024-10-27T05:39:29.958211Z",
     "iopub.status.idle": "2024-10-27T05:39:30.236218Z",
     "shell.execute_reply": "2024-10-27T05:39:30.235771Z",
     "shell.execute_reply.started": "2024-10-27T05:39:29.958332Z"
    }
   },
   "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": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T05:39:30.236955Z",
     "iopub.status.busy": "2024-10-27T05:39:30.236819Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start gather data from 2024-10-09 15:20:00\n",
      "Bots Action: 86,622,243 rows\n",
      " ---- Execution time: 4595.28 seconds\n",
      "Reactions: 83,300,061 rows\n",
      " ---- Execution time: 2760.47 seconds\n"
     ]
    }
   ],
   "source": [
    "gathered_data = gather_data(engine, cutoff_date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:28:04.078464Z",
     "iopub.status.busy": "2024-10-27T17:28:04.078019Z",
     "iopub.status.idle": "2024-10-27T17:28:04.097658Z",
     "shell.execute_reply": "2024-10-27T17:28:04.097188Z",
     "shell.execute_reply.started": "2024-10-27T17:28:04.078446Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finished query!\n"
     ]
    }
   ],
   "source": [
    "# this serves as a break point\n",
    "print(\"finished query!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:28:04.098503Z",
     "iopub.status.busy": "2024-10-27T17:28:04.098360Z",
     "iopub.status.idle": "2024-10-27T17:28:04.136371Z",
     "shell.execute_reply": "2024-10-27T17:28:04.135930Z",
     "shell.execute_reply.started": "2024-10-27T17:28:04.098489Z"
    }
   },
   "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": 79,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:28:04.137075Z",
     "iopub.status.busy": "2024-10-27T17:28:04.136937Z",
     "iopub.status.idle": "2024-10-27T17:30:35.346108Z",
     "shell.execute_reply": "2024-10-27T17:30:35.345523Z",
     "shell.execute_reply.started": "2024-10-27T17:28:04.137061Z"
    }
   },
   "outputs": [],
   "source": [
    "# parse out the necessary metadata early\n",
    "total_clip_df[[\"continued_parent\", \"duration\", \"source\", \"clip_type\", \"task\"]] = (\n",
    "    pd.DataFrame(\n",
    "        total_clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(),\n",
    "        index=total_clip_df.index,\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:30:35.347364Z",
     "iopub.status.busy": "2024-10-27T17:30:35.347199Z",
     "iopub.status.idle": "2024-10-27T17:32:30.478337Z",
     "shell.execute_reply": "2024-10-27T17:32:30.477798Z",
     "shell.execute_reply.started": "2024-10-27T17:30:35.347348Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total clips: 90109378\n",
      "gen: 84640106 (93.93%)\n",
      "stem: 2608277 (2.89%)\n",
      "upload: 1745723 (1.94%)\n",
      "concat: 780097 (0.87%)\n",
      "concat_infilling: 179225 (0.20%)\n",
      "edit_crop: 155950 (0.17%)\n",
      "total without model: 3373511\n"
     ]
    },
    {
     "data": {
      "image/png": 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xjhx88MH5zW9+kxtuuGGN5StXrszVV1+dv//97x1+7va8H2vzqU99Km95y1ty2mmnZfHixWssf+GFF3LdddclSfbaa68kKf5ccM0117RZnrz53j/66KNt1rvttttK9oJuj4033nit/yOty50kb5Zjeec739nm/25dbr311ixfvrz4880335wVK1YUt90ee+yRoUOH5vLLL2+zXkFjY2NH/owNUu73AACgUijnAgDQB/3617/Oc889lzfeeCOLFy/OQw89lAceeCBbbLFFvve9762z1MKll16aRx99NHvttVe23HLLNDQ05Kabbsrmm2+ed7/73UmSd77zndlkk01yyy235K1vfWve8pa3ZOeddy72su2o4cOH55Of/GSmTZuWhoaGXHfdddl6661zyCGHFNc5+OCD87Of/Syf+tSn8uEPfzgvvPBC7rnnnjVK03SkbXvvvXcmTZqU//zP/8xf//rXjB07Ng888EB++ctf5sgjj1xn2ZuOOPTQQ3Prrbdm5syZeeKJJ7LlllvmZz/7WX7729/m1FNPXaMOdnvNnDkzCxcuzDnnnJOf//znef/7359NNtkkf/vb3/LTn/40zz33XKZOndrh523P+7E273znO3PBBRfkC1/4Qvbbb7989KMfzfbbb5+WlpY89thj+elPf1qccHbcuHE58MADc+utt2bJkiXZfffd8/vf/z6zZ8/Ovvvum/e+973F5z344INzxhln5HOf+1xqa2vz1FNP5Te/+U023XTTDv9tBTvuuGNuvvnmXHbZZdl6660zYsSI1NTUZOrUqXnPe96THXfcMW9729vy+9//Pj/72c9y+OGHt+t5ly9fnqOOOiof/vCH8+c//zk33XRT3v3ud2efffZJ8mbZmzPPPDOnnHJKpk2blv322y8jRozIiy++mPvvvz+77rprTj/99E7/XR1R7vcAAKBSCNEBAPqgiy++OEkycODAvO1tb8v222+fU089NdOmTVtvYLv33nvnr3/9a+6444689NJL2XTTTfOe97wnn/vc5zJs2LDi85533nm58MILc+aZZ2bFihWZNWtWp0P04447Lk8//XR+8IMf5LXXXktNTU3OOOOMYq/y5M0evDNnzsw111yTc889NzvttFO+//3v55vf/Gab5+pI2/r375/vfe97ufjii3PvvffmzjvvzJZbbplTTjklRx99dKf+lrUZMmRIbrjhhlxwwQWZPXt2li5dmne9612ZNWtWMVTujI033jhXXHFF7rzzztx111257LLL0tTUlM022yyTJk3KBRdckLe//e0dft72vB+l7LPPPrn77rtz1VVX5Ze//GVuvvnmDBo0KGPHjs3MmTPbBPHnnHNOxowZk9mzZ+cXv/hFRo0alWOPPTYnnnhim+c85JBDUldXl9tvvz1z5szJu9/97lxzzTU56qijOvy3FZxwwgl58cUXc+WVV+a1117Le97zntTU1GT69On53//93zzwwANpaWnJFltskc9//vM55phj2vW8p59+eu65555cfPHFWb58eaZOnZrTTjutTfmYAw44IJtttll+8IMf5KqrrkpLS0ve/va3Z7fddtug/4fOKOd7AABQKfqtKscsRwAAQNV56KGHcsQRR+Q73/lOPvShD5W7OVXlzjvvzFe/+tXcfvvtGT9+fLmbAwBAB6iJDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUoCY6AAAAAACUoCc6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAErYqNwN6IsaGl6N6VwBAAAAAMqnX79k5Mhh611PiF4Gq1ZFiA4AAAAAUAWUcwEAAAAAgBKE6AAAAAAAUIIQHQAAAAAAShCiAwAAAABACUJ0AAAAAAAoQYgOAAAAAAAlCNEBAAAAAKAEIToAAAAAAJQgRAcAAAAAgBKE6AAAAAAAUIIQHQAAAAAAShCiAwAAAABACUJ0AAAAAAAoQYgOAAAAAAAlCNEBAAAAAKAEIToAAAAAAJQgRAcAAAAAgBKE6AAAAAAAUIIQHQAAAAAAShCiAwAAAABACUJ0AAAAAAAoQYgOAAAAAAAlCNEBAAAAAKAEIToAAAAAAJQgRAcAAAAAgBI2KncDAAAAACivurqFaWxsyIgRI5Ok+P2YMVuVuWUA5SdEBwAAAOjD6uoWpqZ2tzQ3LcugwYOT9EtLc1MGD9k48+Y+KkgH+jzlXAAAAAD6sMbGhjQ3LcvwmkPT0tycluamDK85NM1Ny9LY2FDu5gGUnRAdAAAAgAwYvtlavwfo64ToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACVsVO4GAAAAANDz6uoWprGxIfX19eVuCkBFE6IDAAAA9DF1dQtTU7tbmpuWZeCgweVuDkBFU84FAAAAoI9pbGxIc9OyDK85NMtbmsvdHICKpic6AAAAQC9WKNsyYsTIjBmzVZtlA4ZvVqZWAVQPIToAAHSTdYUWfUFd3cIk6ZN/O0ClaF22ZfCQjTNv7qP2ywAdpJwLAAB0g0Jose++e6amdrdioNxXFP7+vvi3A1SS1mVbmpuWpbGxodxNAqg6QnQAAOgGfT20KPz9ffFvB6hEhbIt9fX1WbBgfurr68vcIoDqoZwLAAB0I7VmAagkM46enpbmpgwcNLjcTQGoGnqiAwAAAPQRLc1NGV5zaJa3NJe7KQBVQ4gOAAAA0IcYJQXQMcq5AAAAAEA71NUtTGNjQ0aMGJkxY7Yqd3OAHiJEBwCALlS4uDZhGwD0LnV1C1NTu1uam5Zl8JCNM2/uo70+SK+rW5gkvf7vhPURogMAwAYqBOfNzc2ZdtBH0ty0zIRtAFBl1tfLvLGxIc1NyzK85tC8Mu/WNDY29OpwuXDTIEmfuGEA6yJEBwAoQc8b2qN1r7SBgwZneUtz8eIaAKgOHell3ldqyhduGhS+d05MX2ZiUQCAtShcSNXU7lYM02FtWvdKW97SnKTvXFwDQG/R+nje3LQsjY0N5W4SUEGE6AAAa1G4kHIRRXsJzgHKq65uoRvfbDDHc2BthOgAAHQLYQat+X8AupMRZAB0JzXRAQDoMq2DCxNRUVBfX5+p+09J4v8B6B6r124usL8BoCsI0aFM1jfrN0A52UeVZtuUVugFmCRXX3W9iagoWrLkZf8PQI9Z/cZdgX0PAJ0lRIcyaO+s34IaoBzau4/qTQq9p9f3d/bFbdMRrXsBLlnycnkbU4Hq6+tTV7fQ/wxAN2t94+7JJ/+Qo485IomRMAB0nproUAarz/r95JN/yIIF89sMgS8ENfvuu2efrOunbiqUz+r7qN4+qWZHaqj2tW1D15px9PQ+eUwHKKdCoO643XmFm8Csqb6+fo1reaB30hMdyqgw6/eMo6enpbmpTa/G1kHNK/Nu7VNDn1uXAzD8EsqnsI/q7VavodqefU1f2TZ0rZbmpiTKmQBQXWYcPT39+vXrcz35CwH5ukaGr+1aHuid9ESnovTV3sctzU0lezUWgpq+dIe7EGgVeum3t4coQFfoq8ci6Ek+ZwDVo6W5qdf15K+rW7je6+sZR09f78jwdV3LA72LnuhUjNV7H/e1O7jr69XYV+9wm4gMup75FkprPRHZ1Vdd32ZZXd3C1NfXl6NZFU8YSkesPuGf/RAAPWn1OW7uvOPuDB48eI3zvEJAvr6R4UYoQt8gRKfsChfenRlO35e09wDem7UeTpdECAgdUAjOm5ubM+2gj6xx0eCz9KbWN+5aT4xZCP1WrlxZppZVrtY3wVe/8UBp7Z3Mtjdygxx6Vl/e38DarF469cBpB6SluSkDBw1eY10BOVAgRKesXHh3TF8/gBd64w8aPDhJvz7ZMx86o3Vvm4GDBmd5S/MaFw3r6oVD29CvrykVvqztJnjrGw99QeHmVEc/M3pityXgg+7T10f7wroUrq9bd1gDKEWITln15QvvUgq9rYVYa1r95Kav98yH9lq9t02y9ouGdfXCoW8qFb64Cb7mzamO0BP7n9xQgO5ltC+0T1/vsAasnxAdKkyht7UQa+1an9w40YGOKfWZ0QuHUkqFL26Cr/3mFB3nhgJQTkbCANBe/cvdAKCtQoi1vKW55DqF3uomcgO62tqCdvscKM0NXYDqVBhRVFO7m3McANZLT3SoQOu7IC/0VlcPHOgJ9jkUCBnobnqFAj2lL5S66ezcHQCsSU90qEKF3urNTcvS2NhQ7uYAvZx9DsmbIxIKPfZcjNMdWv+PuWEDXc/Isr6l0NN+3333zFEzDi93c6qeucsAPdGhShk+DvQk+xxa167uq3XQ6V59uT56obfoiBEj+9TfTc8ysqxvMXdH1zJ3GaAnOlD19KoBgN6nrm5hnzi2t+4tqhc+HdWRz4mRZevWW/c5OkJ0jfbMXQb0bkJ0KlZvPYmh6804eroLTwDoRfpSaZfWvUWFm3TEuibGLHUtJVBdu760z6HzfH6gbxOiU5GcxNARetUAQO9SKO3Sm4/tdXUL29TXFc7QUYUbMKt/TlqH6+o3t09f2OcAsGHURKci9eWamHSOC09Wp74sQHnoALF+hZCzuWmZ+rp0uUK4npjDAgC6ip7oQMVQwoeuor4sQHnoAds+rUu4rF5f11wvAACVR090ysJFAasrXHQnydVXXV/m1lDtWocTr8y71YgWuk0h7DLiAd6kB2zHrG0k3Yyjp6eluSmDh2ycO++4O4MHD7aPoQ3XUhvG9gOgM/REp8fpocTatK7p6KK7/fTeXzdlfuhuJjYGulrruV4OnHaAfQxtuJbaMK3n3rL9AOgIITo9TlgKXaP1RZQLayiP3jqxsRt0UF6Fm8C9dR9D57mW2jCtJxC1/QDoCOVcoAcVJjrU64Gu0HrIfOsL67483LvUZ6y+vj51dQv79Lah+/S2EQ/Ka0Fl6W37mPYwOThAeelMAWsSokMPKYQSzU3LMnDQ4HI3h16mvr4+U/efkiSZN/fRPnnBua7P2Iyjp6dfv359dttAR6hpDZRT6+P54CEbO3Z3gNAL6Ao6VHStwr7Zsaz6KecCPaT1RIfLW5rL3Rx6mdZDU/vqcO91fcZampv69LYBgGrR+nju2N1+an0DXUXZqK6jBGvvIkSHHtYXh+T2pPr6+ixYMN8Bqg/zGYPKpM460BGF47lzu/ZR6xug8rS+IeGmcPVTzgXoVWYcPT0tzU2G/1KS4XTQ85ScAjrLuR0Alcq1Zd+iJzrQq7Q0Nxn+S0mthzrr0QY9R8kpoLOc2wFQiZRq6XuE6ECv09vLeSiJ0HmCPACoPr393A6A6qNUS98jRAeoIq3vdps0CgAAoDKYwwF6NzXRAapI4W53knVOGqU2GwAApRTCvhEjRjpfhC5iDgfo3craE/3yyy/PQQcdlIkTJ6ampibHH398nnvuuTbrTJ8+PWPHjm3zdfrpp7dZ58UXX8xnPvOZ7LLLLqmpqck3v/nNrFixos06Dz30UA488MDstNNO+cAHPpA777xzjfbceOON2XvvvTN+/PgcfPDBWbBgQZvlzc3NOeusszJp0qRMnDgxn/vc57J48eIu2hoAXUPdbwDoferr6x3X6TIzjp6efffd0/kidCFzOEDvVtYQ/eGHH85hhx2W2267Lddcc01WrFiRY445Jq+//nqb9Q455JD85je/KX6dcsopxWVvvPFGjj322Cxfvjy33HJLzjvvvMyePTsXX3xxcZ2FCxfm2GOPzaRJk/LjH/84Rx55ZE477bTMmTOnuM69996bWbNm5YQTTsjs2bMzbty4HHPMMWlo+OeO79xzz82vfvWrXHTRRbnhhhvyj3/8IyeeeGI3biGAjlP3G9rH/AJANZlx9HSBJ12mN4V9judUEnM4QO9V1hD9qquuyrRp07Lddttl3LhxOe+88/Liiy/miSeeaLPekCFDMnr06OLX0KFDi8t+85vf5Jlnnsm3vvWt7LDDDtlrr71y8skn58Ybb0xLS0uS5JZbbsmYMWMyc+bMbLPNNjn88MMzZcqUXHvttcXnueaaa3LIIYfkoIMOyrbbbpuzzjorQ4YMyR133JEkefXVV3PHHXdk5syZqampyU477ZRzzz03jz32WObPn9/t2wpKUXcNoOPML0AlEQDRHi3NTb0i8KRy9Iawz/EcqCbO+apbRU0s+uqrryZJhg8f3ubxe+65J5MmTcr++++fb3/721m2bFlx2fz587P99ttn1KhRxccmT56cpUuX5plnnimuU1NT0+Y5J0+eXAy/W1pa8sQTT6S2tra4vH///qmtrc1jjz2WJHn88cezfPnyNutss8022WKLLYTolJWhmAAdV5hfoLlp2TrnF4DupgQXbLi6uoU6lfRRjudAtXDOV/0qZmLRlStX5txzz82uu+6a7bffvvj4/vvvny222CKbbbZZnn766VxwwQX585//nEsuuSRJsnjx4jYBepLiz4sWLVrnOkuXLk1TU1NeeeWVvPHGGxk5cmSbdUaOHFms0b548eIMHDgwm2yyyRrrFF4HyqEwFPOVebemsbHB5CXQASZgpSuZpI3OKJTgSuI4Dp1Q6Inc3LTMZH4AVIS1heTO+apfxYToZ511Vv70pz/lpptuavP4oYceWvx+7NixGT16dI466qi88MILeec739nTzYSK1BuGYtJ9BMVrV19fn6n7T0kSF9x0iRlHT09Lc5MQB6CbtL5ZmbwZQtTX16e5aZlOJQBUhMLN3SS5+qrry9waulJFhOhnn3127rvvvvzwhz/M5ptvvs51d9lllyTJ888/n3e+850ZNWpUFixY0GadxYsXJ0lGjx6d5M1e54XHWq8zdOjQDBkyJP3798+AAQPaTCKaJA0NDcUe7KNGjcry5cuzZMmSNr3RGxoaiq8DUGkExaXpCUBXMzIIoHsVblYOGjw4Sb+0NDdl4KDBSXQqAaAyFMpMJVFmqpcpa030VatW5eyzz87//M//5LrrrstWW63/YvPJJ59M8s+AfMKECfnjH//YJgCfO3duhg4dmm233ba4zoMPPtjmeebOnZsJEyYkSQYNGpQdd9wx8+bNKy5fuXJl5s2bl4kTJyZJdtpppwwcOLDNOs8991xefPHF4vPQfUy+AJ1TCIpNRNY3FWrEmmir5whxgJ7QV8+NCzcrW5qbi98vb2kud7MAgD6grD3RzzrrrPzXf/1XLrvssrz1rW8t1hYfNmxYhgwZkhdeeCH33HNP9tprr7ztbW/L008/nVmzZmX33XfPuHHjkrw5Qei2226bU045JV/+8pezaNGiXHTRRTnssMMyaNCgJMknPvGJ3HjjjTn//PNz0EEH5cEHH8xPfvKTXH755cW2zJgxI1/5yley0047Zeedd851112XZcuWZdq0acU2HXTQQTnvvPMyfPjwDB06NOecc04mTpwoRO9metICdFzrGrGFXnoAVL++fm7c+malG5fQ85SKBPqqsoboN998c5Jk+vTpbR6fNWtWpk2bVuz5ff311+f111/PO97xjnzwgx/M8ccfX1x3wIAB+f73v58zzzwzhx56aDbeeOMceOCBOemkk4rrbLXVVrn88ssza9asXH/99dl8881zzjnnZI899iius99++6WxsTEXX3xxFi1alB122CFXXnllmwlJTz311PTv3z8nnXRSWlpaMnny5JxxxhndtXn4f5RcAOi4wjDCQnmRrmLyTIDycm4MlEtfv4kH9G1lDdGffvrpdS5/xzvekR/+8IfrfZ4tt9wyV1xxxTrXmTRpUu666651rnP44Yfn8MMPL7l88ODBOeOMMwTnAFSNru6lZ/JMgM6rq1tYnAwToNq4iQf0ZRUxsSgAUB1MnklfJwQtj95QPkCZLTZEX6yBX069YZ8DQNcSogMAHaIGLX2VELQ8ekv5gO4qs0XvV9j3JMnVV11f5tb0fr1lnwNA1+pf7gYAQCWoq1uolxewTq1D0OUtzeVuTp9RKB/Q3LQsjY0N5W7OBnMjko4q7Huam5ZlyZKXy92cXq+37XMA6BpCdKDXKkyAKBhlferr61NTu1tqanfz/wKslxAUAIDWdMrq/ZRzAXqt3jQBooNx9zJJEgAAAJ3RugyUslu9l57oQK9VmACx2odiFupg1tTuZiK7tairW5gFC+bbNgAAAPS41mWglN3qvfREB3q13jDkvlAHM4kD8mpM8gcAAAB0Nz3RAahaJvkDAAAAupsQHYCq1xtGHAAAAACVSYgOAABQperqFpqAHACgmwnRAfoQF9oA0HvU19cXJx+v9uN7V00UXl9fnwUL5lf99gAAKouJRQH6iPr6+kzdf0qSZN7cRzNmzFZlbhEAsCGWLHm5OPl4Y2ND1R7bu3Ki8BlHT09Lc1MGD9nY+Q5AB7j5COumJzpAH1G40G5uWpbGxoZyNwcAIEnXThTe0tyU4TWHOt8B6IDCzcya2t02eERQb2d0d9+lJzoAAABl11UThZtwHFiburqFaWxsEBKvReFmZvJm5yvWrnCzIUmuvur6MreGniZEBwAAAKDX6sqyUfRdbjb0bcq5AAAAANBrdWXZKOgKysJUHz3RAQAAAHoBJUvWTbknKkF9fX2m7j8lSUyCXUWE6AAAwAbRkwqg/JQsgeqwZMnLxbIwjY0NQvQqoZwLAADQaYXQpqZ2Nz0fAcqop0uWKEcB9CVCdIA+ykkvAF2hENo0Ny0zyRZABeiJkiX19fXFG6iuKYC+QIgO0Ac56QUAADqrUI6iuWlZGhsbyt0cykCnLPoaNdEB+iA12AAAqFaCOyivQim3xMSY9B16ogNl5e41AADQXuZhgPJrXcrNSAT6CiE6UDZOgAEAgI4wDwMA5aCcC1A2hRPgJE6AqSiF0RGGJdKXGBVUWl3dwjQ2NrjhCwAAfZQQHQBaqa+vz9T9pyRR34++o3Vdy6uvur7MrakshW3T3LQsAwcNLndzAACAMlDOBQBaKUy6qr5f72QehrUzNL60wrYZXnNolrc0l7s5AABAGeiJDt3MEHCAyqC3NRtiwPDNyt0EAACgTITo0I0MAQeoHOZhAAAAoDOUc4FuZAg40NPq6hZmwYL5Rr8AAECZ1NfXZ8GC+coIQi+iJzr0AEPAgZ5g9AsAAJTfjKOnp6W5KYOHbJx5cx/NmDFblbtJwAbSEx0AegmjXwAAoPxampsyvObQNDctS2NjQ7mbA3QBIToA9DJGvwAAQHk5J4feRYgOAAAAAHRKXd1C9d/p9YToQJ9gYhcA6B1cqANA5aivr09N7W6pqd3N8ZleTYgO9Akzjp6efffd04EdupCbU3SWEJTOcqEOAJVlyZKX09y0TP13ej0hOtAnmNgFup6bU3SGEJQN4UIdAIByEKIDfYaJXaBruTlFZwhBASqLkWUAsH4blbsBQNcpnACPGDEyY8ZsVe7mAH2Am1MA61ZXtzCNjQ2pr68vd1P6HOfG7TPj6OlpaW7K4CEbZ97cR20rgB5WuIlp/1vZhOjQizgBBgCoHHV1C1NTu1uam5Zl4KDB5W5On1Pt58Y91TO8MLLslXm3prGxoeq2E0A1q6+vz9T9pyRJVR6r+hLlXKAXUVqBzqq2Sf7q6hZmwYL5evVRsQyNB5KksbEhzU3LMrzm0CxvaS53c/qcaj43LtyAqandrUfOd4wsAygPpQ6rh57o0Ms4Aaajqu3Ot159VINq7/0IdC3nZ+VTrdu+cAMmeTNgAQDKS090gD6u2u5869VHNajm3o8AAAC0pSc6QIVSBmLdqrVnGX2H/1E6w8RSAABQefREB6hAPV0HE4Dyq6+vL+773UgFAIDKIUQHqECFkiXNTcvUwQToI6qtvBYAAPQVyrkAAAAAAKyFEYIkeqIDAAAAAKxBqVUK9EQHAADara5uYRobGzJixEgToFYYE9NC1/O5ojfrjh7Wve0zUyi1mkSp1T5OiE7V6W07ZACAalHojdXctCyDh2yceXMfLXeT+H/q6+szdf8pSZJ5cx+tinPlwg0ZPfuoVNX4uWJNdXUL7WfWonBMT5Krr7q+S57TZ4beTIhOVbFDBgAon0JvrOE1h+aVebeaALWCFCamTd58nyr9PLn1DZmBgwaXuzmwVtX2uWJNhX3NypUry92UitMdPax9ZujN1ESnqhR2yM1Ny1y0AQCUyYDhm5W7CVS51jdklrc0l7s5QC9V2NfYzwAbSk90AAAAysINGYDq0R011KFa6IkOAAAAAJRUX1+fmtrdUlO7mxrz9El6ogM9zt1rAAAAqB6t6513VQ11qCZ6ogM9qjCxi7vXAAAAAFQDPdGBHtUdM4ADAAAAQHcRogMAAAAVTUnI0urqFqaxscFIX4BuJEQHAAAAKlahJGSSXH3V9WVuTWUpbJvmpmUZOGhwuZsD61W46TNixMiMGbNVuZsD7SZEBwAAACqWkpClFbbN8JpD88q8W8vdHFin1jd9Bg/ZOPPmPipIp2qYWBQAAACgig0Yvlm5mwBrqKtb2KYUU+ubPs1Ny9LY2FDG1kHHCNEBYB1WP/EDAABg3err61NTu1tqandb43rKTR+qkRAdAEpY14kfAAAAa7dkyctpblqmxzm9hproAFBC4cQveXPooXp99DZuDpVWmPSqvr6+3E0BAADKTIgO3cCFNwCVrjCxU5JcfdX1ZW5NZWk96dXAQYPL3RwAAKDMhOjQxVx4A1ANChM7JW+OuuCfWk969cq8W8vdHAAA+ojCSFGjoCuPmujQxVpfeC9vaS53cwCATjLpFQAAPcWcXJVNT3ToJi68oWspkwQAAEBvZU6uyiZEB6DiKZMEAAAAlItyLgBUPGWSAAAAgHIRogNQNZRJAgAAAHqaEB0AAIBerb6+PgsWzDdRGwDQKWqiAwAA0KvNOHp6WpqbMnjIxpk391GTtQEAHaInOgAAUJXq6hZWZM/iurqFWbBgfurr68vdFP6fluamDK85NM1Ny9LY2FDu5gCUTaUeO6HS6YkOAABUnfr6+kzdf0qSVFTP4rq6hamp3S3NTcsycNDgcjeHVsytAvR1hWNUklx91fVlbg1UFz3RAaDK6fEI9EVLlryc5qZlFdezuLGxIc1NyzK85tAsb2kud3MAeoTezdWhcIxqblqWJUteLndzzFdBVdETHQCqmB6PAJVJr2egr6jUkUFUPvNVUE30RAeAKqbHIwAA5VSpI4OofOaroJroiQ4AvYAejwAA8CblQaqH6xiqhRAdAOjVXEQBAPQdJs+sPIXa59U0h1Nd3cI0NjZUVZvpXkJ0AKDXchEFANC3FModJqmIyTP5Z+3zapnDybxTrI2a6ABAr1W4iGpuWuYiCoCKV1e30AgqoNcp1D6vljmczDvF2uiJDlBBXDQBAPRNRk8BvVk11j6vxjbTffREB/qcQj22SgusCxdONbW7qbsGANDHGD0FdBejXGDD6YkO9IhKOmAX6rENHrJx5s19NGPGbFXuJiVRuw8A6P1M1AbQM1pfgxvlAhtOiA50u0obmlqox/bKvFvT2NhQMSE6AEBXKYQnlXSeY6I2oDtVUsetclv9GlxnLdhwyrkA3a4Sh6aqbVaaoX4AUN3q6+uLJeIq6ZhuojaguyiN2VYlXoNDtROiA1BUqRfdAD2hrm5hFiyY7+KbqrdkycvF8KSxsaHczVmDzgxAVxMaA91NORcAigoX3UmUuqFDChP2jhgx0v8NHVIpJSeUmQAAAEoRogMAG6xSJ+ylstXX12fq/lOSpOz/N63LTLwy79aytaPSVMpNjmpgwkygJ9nnQO/nPKyylLWcy+WXX56DDjooEydOTE1NTY4//vg899xzbdZpbm7OWWedlUmTJmXixIn53Oc+l8WLF7dZ58UXX8xnPvOZ7LLLLqmpqck3v/nNrFixos06Dz30UA488MDstNNO+cAHPpA777xzjfbceOON2XvvvTN+/PgcfPDBWbBgQYfbAgB9UWHC3kotHUBlqsSSE8pM/FPr+rKPPPKQUjfrUNhW++67Z46acXi5mwO9hjJba2efA72fUquVp6wh+sMPP5zDDjsst912W6655pqsWLEixxxzTF5//fXiOueee25+9atf5aKLLsoNN9yQf/zjHznxxBOLy994440ce+yxWb58eW655Zacd955mT17di6++OLiOgsXLsyxxx6bSZMm5cc//nGOPPLInHbaaZkzZ05xnXvvvTezZs3KCSeckNmzZ2fcuHE55phj0tDQ0O62AEBfJnyE3qV1fdkDpx0grFkHE2ZC16vWoLiubmG3B172OdWlUPZQEEpHVGJnk76urCH6VVddlWnTpmW77bbLuHHjct555+XFF1/ME088kSR59dVXc8cdd2TmzJmpqanJTjvtlHPPPTePPfZY5s+fnyT5zW9+k2eeeSbf+ta3ssMOO2SvvfbKySefnBtvvDEtLS1JkltuuSVjxozJzJkzs8022+Twww/PlClTcu211xbbcs011+SQQw7JQQcdlG233TZnnXVWhgwZkjvuuKPdbQEAgN6oMNpEWLNubiZC16nGoLj1CJ6eCEztc6rDjKOnZ99999SjGKpcWUP01b366qtJkuHDhydJHn/88Sxfvjy1tbXFdbbZZptsscUWxeB6/vz52X777TNq1KjiOpMnT87SpUvzzDPPFNepqalp81qTJ08uPkdLS0ueeOKJNq/Tv3//1NbW5rHHHmt3WwAAoLcS1gDlUE37ntYjePQcpUDZQ+gdKiZEX7lyZc4999zsuuuu2X777ZMkixcvzsCBA7PJJpu0WXfkyJFZtGhRcZ3WAXqS4s/rW2fp0qVpamrKSy+9lDfeeCMjR45c43UKNc/b0xYAAAAAaK2abgYBa7dRuRtQcNZZZ+VPf/pTbrrppnI3BQAAAKCNQimOMWO2KnNLqp9tCVSbiuiJfvbZZ+e+++7Lddddl80337z4+KhRo7J8+fIsWbKkzfoNDQ0ZPXp0cZ1Cb/GCws/rW2fo0KEZMmRINt100wwYMKDNJKKF1yn0YG9PW6CSmLwEAACga9TX1/dovfPerKdrx/clPTGxLfRVZQ3RV61albPPPjv/8z//k+uuuy5bbdX2DuROO+2UgQMHZt68ecXHnnvuubz44ouZMGFCkmTChAn54x//2CYAnzt3boYOHZptt922uM6DDz7Y5rnnzp1bfI5BgwZlxx13bPM6K1euzLx58zJx4sR2twUqiclLAFgbF1cAlKIjTmlLlrxc9nrndXULs2DB/NTX15fl9btKV9aOd17zT61vTlT7/0i59JbPGN2jrOVczjrrrPzXf/1XLrvssrz1rW8t1hYfNmxYhgwZkmHDhuWggw7Keeedl+HDh2fo0KE555xzMnHixGJwPXny5Gy77bY55ZRT8uUvfzmLFi3KRRddlMMOOyyDBg1KknziE5/IjTfemPPPPz8HHXRQHnzwwfzkJz/J5ZdfXmzLjBkz8pWvfCU77bRTdt5551x33XVZtmxZpk2bVmzT+toClaQweckr825NY2ODYXIAFC+ukuTqq64vc2uoVMII6LtmHD09Lc1NGTxk48yb+6hriApSOIY3Ny3LwEGDy92ciuC8pq3CzYnkzZs+dIzPGOtT1hD95ptvTpJMnz69zeOzZs0qhtennnpq+vfvn5NOOiktLS2ZPHlyzjjjjOK6AwYMyPe///2ceeaZOfTQQ7PxxhvnwAMPzEknnVRcZ6uttsrll1+eWbNm5frrr8/mm2+ec845J3vssUdxnf322y+NjY25+OKLs2jRouywww658sor20xIur620PMqqY5aXd3CNDY2VNQdy3JPXuIivH1sJ6CnuLhifQQS0LfpiFO5CsfwwvtTLbrzmt15DV2pWj9j9JyyhuhPP/30etcZPHhwzjjjjHWG1VtuuWWuuOKKdT7PpEmTctddd61zncMPPzyHH374BrWFnlNfX5+p+09JkrL1kigE583NzZl20EfcsWzFRXj72E4AVBKBBFDujjisWzW9P62vdYxsoFpU02eMnlXWEB02RKEmXZKy9JJYfajP8pZmdyxbcRHePrYTAABUNyNL1671tY6RDUC1K+vEolDNWg/1Wd7SnMQdS+hqJnYBAOhbqu38z2SOAH2DnuiwgQTn0D1M7AJ0l0I5thEjRiZJxc1pAtBXVeP5n5GlAH2DEB2AimRil3WrxMmMWbv6+vosWDA/I0aMNIy5ArQOaAYNHpykX1qam6omrKGy2Be3X13dQtuJ9XL+B0ClEqIDUFFWDySM9lhTNfbS6stmHD09Lc1NGTxkY5NqVYC1BTSVGtYUauz6n6lM9sXtV9hWK1euLHdT6KTWI3h6Yp/k/A/oKW6I015CdAAqhkCiffTSqi4tzU3F98qkWpWjdUBTiWFNfX19pu4/JUncfKlQ9sXt17rcBdWn9fmZG8JUAhO50lVcf9IRJhYFoGKsbcJeSqvE4I+1817RUUuWvJzmpmVpblqWxsaGcjeHdfD5prdrfX5mn0S59aaJXAuT6K5+U6DU43Q91590hJ7oAFQcgQQAQGVxfkYl6C0TuZYa4WHkR3nYv9EeeqJDBxXuClf7XW8AAICOKkyYrZfs+tXVLbSd2qEvbqdSIzyM/IDKpSc6dIB6WQDVoa9diEFiIlKgZ5gwu326am6L3j7pYV+fA6RUD2g9o6HyCNGhA0wgRVcR8EH3KdzwTJKrr7q+zK2hKwiH16/1/31nQgjHJaC9TJjdPoW5LZJ0ejv1hU5cXbGdAHqCci7QCe4KsyF602Q4UIkKNzybm5ZVda1M3tR6nynoLa31/31Hh347LgEd5XqoZ5j0EKBy6IkO0MN6y2Q4UGkErKVV47YptLn1PvPJJ/+QxsaGjBgxslM9rXvjcPiueG8dlzqmt/4vAZXLTQuA8hOiA12qGoMaoPop4VJaNW6bUm3ubB3e3jocvhrf22rXW/+XuovzwvaxnQCg8innAnQZw8HXrS/OOg91dQuzYMH8bv/fV8KltGrcNqXaXKjD29GSJb11OHw1vrfVrrf+L3UH54XtYzsByZsTrC5YMN9+ACqYnuhAlzEcvDS9BemLWvfY7GjPYShlQ4a0Gw7fu/XkBLT+l9bPeWH72E5A8s/RdkY59Qyl2egMITpAD3CBRFeotpO91j02X5l3axobG4ToQLeor6/P1P2nJIkbdtCDCr1nOzNXBaVV2zkfG64w2u6VebeWuym9ntJsdJYQHQCqQDWf7HVnj00lkoDkzRvUhZvVbthBz+nsXBWrExr/UzWf8xU4P+sco5x6xuodfaC91ESnV+qO2tN1dQud1AFlow7vmtSRBaAzCr2nBX0brrNzVbRWOJ7vu++eOWrG4V3cwupT7ed89fX1zs+oCm5a0FF6otPrtK493VXDeQvPuXLlyg1+LoANUc0ne/X19amrW9hlPUSVSQJK6cn66FSfruo9zZs29NxEr9C1q9ZzvtYjg7ry/MxNr95PeSgqnZ7o9DqFk7AN6Q1R6jmrsScA0HW6Y5RLXzLj6Ompqd3NNoQNZF+0bq17QdpOrE1X9J6m61VraEz3M/qwb5hx9PTsu++ejt9ULCE6ALSDUGbDtTQ3CSxKqKtb2CWlBbrqeahcgoT1K/SCtL9hXQS2UD1ad5Qz+rD3coOTSqecC9CnGTJWGaphMimT1tFdWk8gtiGlBbrqeahsyhgBUK3c5P/n9WdXXvf0pu3qBieVTIgO9GlqYpZf6+Bv4KDB5W4O9LjVa8E++eQf0tjY0OGbe6s/TzXe7OlNF4EAwD/V19dn6v5TkiRXX3V9mVtTPoXrz6667mk9J1xf3q7QE5RzAfo0Q8bKr3XwZ94B+rJCz5sNrQdZrT14WpdMquRRKQB0jUIJMvv8vqF1qa2+PJKqcP3ZVdc9vbXUTaHHvg4WVBI90YE+r1oDp97G+0BfU6qMUeHiqlp7k3dW65JJvekikPIrXID3lc8SVAMjEenLXPesnxHjVCIhOr2eC6e2bA+A8ltfeNAVF1fdUXMTqk3r8gEuwt/kXJBKsHoJMoDW+mqnkvZyLC8PITq92uoXTgV9dUfTul6a7UF7ODhD9+iJ8KCra27S+/SFIdJdNSl0NUyA3R6rnws6vlNueuT+U2/Zz0BXsX9oq/V5m2N5eQjR6dVaXzg9+eQfcvQxRyTpuzuaQmiT2B5rU+i12dHJ/HorvffoTm7QvKk7Lw5a9+CB1ZmIrP16U9mJ1ueC3dWzry/cnIGu1pv2M0DXW31i3u4+lrN2Jhalz2g9kYkJJLt2e9TVLewVF0ytJ/N75JGH+vxEJj4zdJfWE0j25c9YT9CDh1J660Rk3cEE2O1XCAJNELx+veX8ma5hPwOsi4l5K4MQHdggveliqdBrs7lpWQ6cdkAxUHeB8yYXe7TX+mpxb+gNGv+LQDm4KbV+bs60T286f6Zr2c8AVC7lXIAN0npYcG+4WCqcuJrIpC2lXeiI7qzFrQQFBUpwAdWqt50/A0BfIEQHKKEreoL0lgmCumpiNvqG7qzFLXigoHCzZvCQjd3cWwvzDgBUFvtl2HCF62udKCgHITpANzFBUN/kAulNhiPT3YwYKs3oobUzegEoF/tl2HCtr691oqAc1EQHkqgx3B1MENT3tK5x6vME3c/NmrUzMfTatZ5A3D4aul7hRlVf+Xx15PrJfrn9XJeyusK+5ckn/1C8vvZZohz0RAf0jFiPDe25JuTpO1qXGtnQnrF6tAN0rb48eqFUIOVYQ1fqS2W2Wl8/maOl67guZW1Wn2/J9TXloic6oGfEeui5Rk/Tox26Rl3dwixYML/q56Wg6/TFC+/6+vriMaX1Z6H14441dIXCjaq+cE3R+vrJHC1dx3Upa1PYt2zo6G7nhWwoPdEB1qMv91yjPFbv0Z7EyR50kHkp4E2tJwdvHfaZNJzu0BdvVAHdb0P3Lb35vNCosp4jRKfX0IOG7uSCgHIpDGtduXJluZvSbZz40R1az0vxyrxby90cAIAuI//omN56XqgEUs9SzoVeodQwVYCe0J0TIBV6CvbWyWmVE1i39kzSZmjqurkJClA5HLNgw7Uu/eiz1DG97bxQCaSepSc6vUKpYaq8qb6+vsvDKWFX37WhE60W1NUtTGNjQ9Wf+BVOYhMTS3VGXysnUPj8tPf/fn2TtPXmoakA9C6OWXSUa861a136Uf4BPUeITp/Vl8oHzDh6evr169dlAZ/QsG9bX6jXHr3pIspJLB1R+Py09/9+fXMy9NahqQDlULjBP2LEyCQpft8Xrhd6gmMWHdG6TIVrTqASCNHpMZV0F7m9daMqqc0boqW5KUnXBXxCw76tKyZadRFFX9X689Ne7Rl22tuGpgLVpTecM7e+wT9o8OAk/Ta40wBr55hFexhtDlQaNdHpEZVWs6s9daMqrc1Uj75Q67GrLn56+0VUd9ZKp3r19v97uof9CZWqt5wzt77B39LcXLzp2ZV1Zn2OAaB66YlOj6jGnsvV2GbKrzeVKWHDmCkd6CqGtJdHb5m7o7v1tnPm1jc6u/Kmp3KIAFDdhOgAXUiZEgr62oSZQPcxpL3nuSlOV+ttNxsAoK9RzgWgGyjXAADVq/VN8eUtzeVuDgAAZaYnOgBQ8dSQBbpSfX19FiyYnxEjRq5zpJCb4kBXa73/SaJsFNBlCtdMRkF3DyE6AFDR1JEFutqMo6enpbkpg4dsbN4KoEcV9j+DBg9O0i8tzU3KRgEbzJxc3U85F2ANdXUL9fosodBzxPaho3yuOq9QVqG5aZk6skCXaGluyvCaQ9PctCyNjQ3lbk5FcJyCnlHY/7Q0Nxe/VzaKUlx/0l6FOXSc23QfPdGBNty9XDc91+gMnyvoXu0tzQGtKdXyT45T61ZfX5+6uoW2C12m9f7Hvoh1aX39eecdd+cd79ii3E2CPktPdKANdy/XTc+1tvSMaB+fK+heM46enn333TM1tbvZH0EnOE6t24yjp9u/AGXR+vrzwGkHpKZ2NzX0/x/XovQ0PdEhJl+gY/QW+Sc987uWE0DonMIF5ivzbk1jY4N9EdBuhRBmXaFUS3NTkti/dIARQtB1CtefhX2R8oZvci1KTxOi0+cZvgqdJ7jqOibPhA1TuMBsTyAGUFAIYUzs2LWEW0B3cy1KTxOi0+cVhq8mepdAZ+iZ3zUKk2cmepfAhhCIAR3ROoSh6wi3gJ7gWpSepCY6AHRCXd1C5Ve6ge3KhioEN8tbmsvdFKBKCGG6h+0KQG8iRAeADqqvr09N7W4m9ulirberIJ0NIbgBqBzKbAHQGyjnAqsR3ADr07oMlNIrXUd5rXVrPUlb8uY2EkjQHiZQh67j89RxymwB0BsI0aGV1pOMmtgPgEpSCCEGDR6cpJ9AgnZZfQJ1oPNW/zwJ0ttH3XkAegPlXKCVQi/I5qZlepcCUFEKIURLc7O637Rb63ObJ5/8g1JUa1EY5WE0IuvT+vPU2NhQcj3ze6xJmS0Aqp2e6ADQwwwFp7NahxACCTpKKaq1K4zyGDxkY72L2WB1dQtTU7tbEr3VAcqtrm6hEoh0GSE60G561MCGMxQcoLK0LjVhPoY3udnbeY2NDeb3AKgAhZuazU3LlECkSyjnAqxTYThq4QBkCDilGA7fPu0dCg5AzzGy45/q6+uL53yO6QBUq8JNTSUQ6Sp6ogMlrT7RqiHgpRkm1r7h8LYTAFS21mV/9KQGoNq5UU5XEaIDJamdum6FntfNzc2ZdtBH+vwwsfUNhzecbu308ivNtgGA8imc6+r8AABCdIBOK/S8HjhocJa3NBcD5L5sXXf5Ww+n6+vbqWD10R78k20DAOXV+lwXAPo6NdEBOqnQ87pQX80wsfaxnf6pdX10oz3asm0AoLxWP9cFgL5MiA6wAQTCAAD0Vs51AeBNyrkAAABEDWi6nvk9ALpf4fg9YsRIE2LTbYToAAAAUQOarmV+D4CeUTh+Dx6ycebNfVSQTrdQzgUAACBqQHdEXd1CvazXw/weAD2jcPxublqWxsaGcjenIjhOdz0hOgAAwP+jBvT61dUtTE3tbqmp3U3pGwAqguP3P9XX1xeP04L0riNEBwAAoN0aGxv0sAaACtV6JFSpnvl1dQuzYMF8IXsHqIkOQJczsQsAAABUnsKIsuamZerId4Ce6AB0uRlHT8++++5p+BgA0GupNwtANSqMKFNHvmOE6AB0ORO7AAC92er1ZgXqAFQbdeQ7RogOQLdwQAYAeqvW9WaffPIPJloFgF5OTXQAulWhPrqLSgCoPoXe1WqlllYI1AvfAwC9jxAdgG414+jpaWluysBBg8vdFACgA+rr6zN1/ylJYtIxAKBPU84FgG5VqI++vKW53E0BADqgdckSc5wAAH2ZEB2Abqc+OgAAAN1NOVG6S6dC9H322ScvvfTSGo8vWbIk++yzzwY3CgAAAACgI2YcPT377rtnjppxeLmbQi/TqRD9r3/9a1auXLnG4y0tLe70AAAA9EJ1dQuLE40CQCVSTpTu0qGJRX/5y18Wv58zZ06GDRtW/HnlypWZN29ettxyy65rHQAAAGXXepLRq6+6vsytAYDSlBNtq3AD3AThG6ZDIfoJJ5yQJOnXr19mzpzZ9ok22ihbbrnlGo8DAABQ3QqTjBa+BwAqX+ub4PPmPipI3wAdCtGfeuqpJMnee++d22+/PSNGjOiWRgEAAAAA0Hmtb4I3NjYI0TdAh0L0gv/93//t6nYAAAAAANAN6uvrs2DBfPNZdlKnQvQkmTdvXubNm5eGhoY1JhmdNWvWBjcMAAAAAIANN+Po6WlpbsrAQYPL3ZSq1KkQ/ZJLLsmll16anXbaKaNHj06/fv26ul0AAAAAAHSBluamDK85NK/Mu7XcTalKnQrRb7nllsyaNSsf+9jHurg5AAAAAAB0tQHDNyt3E6pW/8780vLly7Prrrtu8Is/8sgjOe644zJ58uSMHTs2v/jFL9osnzlzZsaOHdvm65hjjmmzzssvv5wvfvGL2XXXXbPbbrvl1FNPzWuvvdZmnaeeeiqf/OQnM378+Oy111654oor1mjLT37yk3zoQx/K+PHjc8ABB+T+++9vs3zVqlX5zne+k8mTJ2fnnXfOUUcdlb/85S8bvA0AAAAAAKhcnQrRP/7xj+eee+7Z4Bd//fXXM3bs2Jxxxhkl19ljjz3ym9/8pvh14YUXtln+pS99Kc8880yuueaafP/738+jjz6a008/vbh86dKlOeaYY7LFFlvkzjvvzCmnnJJLLrkkt976z6ELv/3tb/PFL34xH//4x3PXXXdln332yQknnJA//vGPxXWuuOKK3HDDDTnzzDNz2223ZeONN84xxxyT5ubmDd4OAAAAAABUpk6Vc2lubs5tt92WefPmZezYsdloo7ZP89WvfrVdz7PXXntlr732Wuc6gwYNyujRo9e67Nlnn82cOXNy++23Z/z48UmS0047LZ/5zGdyyimn5O1vf3vuvvvuLF++POeee24GDRqU7bbbLk8++WSuueaaHHrooUmS66+/PnvssUc+9alPJUk+//nPZ+7cufnhD3+Ys88+O6tWrcr111+fz372s9l3332TJOeff35qa2vzi1/8IlOnTm3X3wsAAAAAQHXpVE/0p59+OuPGjUu/fv3yxz/+MX/4wx+KX08++WSXNvDhhx9OTU1NpkyZkjPOOCMvvfRScdljjz2WTTbZpBigJ0ltbW369++fBQsWJEnmz5+f3XbbLYMGDSquM3ny5Pz5z3/OK6+8UlynpqamzetOnjw58+fPT5LU1dVl0aJFqa2tLS4fNmxYdtlllzz22GNd+vcCAAAAAFA5OtUT/YYbbujqdqzVHnvskQ984AMZM2ZMFi5cmAsvvDCf/vSnc+utt2bAgAFZvHhxRowY0eZ3NtpoowwfPjyLFi1KkixevDhjxoxps86oUaOKy4YPH57FixcXHysYOXJkFi9enCTF5xo5cmTJdQAAAAAA6H06FaL3lNZlUgoTi+67777F3ukAAAAAANCdOhWiT58+Pf369Su5/Prrr+90g9Zlq622yqabbprnn38+NTU1GTVqVBobG9uss2LFirzyyivFOuqjRo1ao7d44edC7/O1rdPQ0FBcXniuhoaGbLbZZm3WGTduXBf+hQAAAAAAVJJO1UTfYYcdMm7cuOLXtttum+XLl+cPf/hDtt9++65uY9Hf//73vPzyy8VQe+LEiVmyZEkef/zx4joPPvhgVq5cmZ133jlJMmHChDz66KNZvnx5cZ25c+fmXe96V4YPH15c58EHH2zzWnPnzs2ECROSJGPGjMno0aMzb9684vKlS5fmd7/7XSZOnNgtfysAAAAAAOXXqZ7op5566lof/+53v5vXX3+93c/z2muv5YUXXij+XFdXlyeffDLDhw/P8OHDc8kll2TKlCkZNWpUFi5cmG9961vZeuuts8ceeyRJttlmm+yxxx75j//4j5x11llZvnx5vv71r2fq1Kl5+9vfniQ54IADcumll+ZrX/taPv3pT+dPf/pTrr/++nz1q18tvu4RRxyR6dOn5+qrr85ee+2Ve++9N48//njOPvvsJEm/fv1yxBFH5Hvf+1623nrrjBkzJt/5zney2WabZd999+3w9gMAAAAAoDp0aU30j3zkIzn44IPzla98pV3rP/744zniiCOKP8+aNStJcuCBB+bMM8/MH//4x9x111159dVXs9lmm+V973tfTj755AwaNKj4OxdccEG+/vWv58gjj0z//v3zwQ9+MKeddlpx+bBhw3LVVVfl7LPPzrRp07Lpppvm+OOPz6GHHlpcZ9ddd80FF1yQiy66KBdeeGH+5V/+JZdeemmbXvWf/vSns2zZspx++ulZsmRJ3v3ud+fKK6/M4MGDO729AAAAAACobF0aoj/22GNtAu71mTRpUp5++umSy6+66qr1Psfb3va2fPvb317nOuPGjctNN920znU+/OEP58Mf/nDJ5f369cvJJ5+ck08+eb1tAgAAAACgd+hUiH7iiSe2+XnVqlVZtGhRHn/88Rx//PFd0jAAAAAAACi3ToXow4YNa/Nzv3798q53vSsnnXRSJk+e3CUNAwAAAACAcutUiF6oXQ4AAAAAAL3ZBtVEf/zxx/Pss88mSbbbbrv827/9W5c0CgAAAAAAKkGnQvSGhoZ84QtfyMMPP5xNNtkkSbJkyZJMmjQp//mf/5kRI0Z0aSMBAAAAAKAc+nfml77+9a/ntddey3//93/n4YcfzsMPP5z/+q//ytKlS3POOed0dRsBAAAAAKAsOhWiz5kzJ2eccUa22Wab4mPbbrttzjjjjPz617/ussYBAAAAAEA5dSpEX7lyZQYOHLjG4xtttFFWrly5wY0CAAAAAIBK0KkQ/b3vfW++8Y1vpL6+vvhYfX19Zs2alZqami5rHAAAAAAAlFOnJhY9/fTT89nPfjb77LNPNt988yTJ3//+92y33Xb51re+1aUNBAAAAACAculUiP6Od7wjs2fPzty5c/Pcc88lSbbZZpvU1tZ2aeMAAAAAAKCcOlTOZd68edlvv/2ydOnS9OvXL+973/syffr0TJ8+PePHj8/UqVPz6KOPdldbAQAAAACgR3UoRL/uuutyyCGHZOjQoWssGzZsWA499NBcc801XdY4AAAAAAAopw6F6E8//XT22GOPksvf97735YknntjgRgEAAAAAQCXoUIi+ePHibLRR6TLqG220URobGze4UQAAAAAAUAk6FKK//e1vz5/+9KeSy59++umMHj16gxsFAAAAAACVoEMh+l577ZXvfOc7aW5uXmNZU1NTvvvd7+b9739/lzUOAAAAAADKqXRtlrX47Gc/m5///OeZMmVKDjvssLzrXe9Kkjz33HO56aab8sYbb+S4447rloYCAAAAAEBP61CIPmrUqNxyyy0588wzc+GFF2bVqlVJkn79+mXy5Mk5/fTTM2rUqG5pKAAAAAAA9LQOhehJsuWWW+aKK67IK6+8kueffz5JsvXWW2f48OFd3jgAAAAAACinDofoBcOHD8/OO+/clW0BAAAAAICK0qGJRQEAAAAAoC8RogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAA9EH19fVZsGB+6uoWlrspFW2jcjcAAAAAAICeN+Po6WlpbsrgIRtn3txHM2bMVuVuUkXSEx0AAAAAoA9qaW7K8JpD09y0LI2NDeVuTsUSogMAAAAA9FEDhm9W7iZUPCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJZQ1RH/kkUdy3HHHZfLkyRk7dmx+8YtftFm+atWqfOc738nkyZOz884756ijjspf/vKXNuu8/PLL+eIXv5hdd901u+22W0499dS89tprbdZ56qmn8slPfjLjx4/PXnvtlSuuuGKNtvzkJz/Jhz70oYwfPz4HHHBA7r///g63BQAAAACA3qWsIfrrr7+esWPH5owzzljr8iuuuCI33HBDzjzzzNx2223ZeOONc8wxx6S5ubm4zpe+9KU888wzueaaa/L9738/jz76aE4//fTi8qVLl+aYY47JFltskTvvvDOnnHJKLrnkktx6663FdX7729/mi1/8Yj7+8Y/nrrvuyj777JMTTjghf/zjHzvUFgAAAAAAepeyhuh77bVXvvCFL+QDH/jAGstWrVqV66+/Pp/97Gez7777Zty4cTn//PPzj3/8o9hj/dlnn82cOXNyzjnnZJdddsluu+2W0047Lf/93/+d+vr6JMndd9+d5cuX59xzz812222XqVOnZvr06bnmmmuKr3X99ddnjz32yKc+9alss802+fznP59/+7d/yw9/+MN2twUAAAAAgN6nYmui19XVZdGiRamtrS0+NmzYsOyyyy557LHHkiSPPfZYNtlkk4wfP764Tm1tbfr3758FCxYkSebPn5/ddtstgwYNKq4zefLk/PnPf84rr7xSXKempqbN60+ePDnz589vd1sAAAAAAOh9KjZEX7RoUZJk5MiRbR4fOXJkFi9enCRZvHhxRowY0Wb5RhttlOHDhxd/f/HixRk1alSbdQo/t36e1ddp/TrtaQsAAAAAAL1PxYboAAAAAABQbhUboo8ePTpJ0tDQ0ObxhoaGYq/xUaNGpbGxsc3yFStW5JVXXin+/qhRo9boLV74ufXzrL5O69dpT1sAAAAAAOh9KjZEHzNmTEaPHp158+YVH1u6dGl+97vfZeLEiUmSiRMnZsmSJXn88ceL6zz44INZuXJldt555yTJhAkT8uijj2b58uXFdebOnZt3vetdGT58eHGdBx98sM3rz507NxMmTGh3WwAAAAAA6H3KGqK/9tprefLJJ/Pkk08meXMCzyeffDIvvvhi+vXrlyOOOCLf+9738stf/jJPP/10TjnllGy22WbZd999kyTbbLNN9thjj/zHf/xHFixYkP/7v//L17/+9UydOjVvf/vbkyQHHHBABg4cmK997Wv505/+lHvvvTfXX399ZsyYUWzHEUcckTlz5uTqq6/Os88+m+9+97t5/PHHc/jhhydJu9oCAAAAAEDvs1E5X/zxxx/PEUccUfx51qxZSZIDDzww5513Xj796U9n2bJlOf3007NkyZK8+93vzpVXXpnBgwcXf+eCCy7I17/+9Rx55JHp379/PvjBD+a0004rLh82bFiuuuqqnH322Zk2bVo23XTTHH/88Tn00EOL6+y666654IILctFFF+XCCy/Mv/zLv+TSSy/N9ttvX1ynPW0BAAAAAKB3KWuIPmnSpDz99NMll/fr1y8nn3xyTj755JLrvO1tb8u3v/3tdb7OuHHjctNNN61znQ9/+MP58Ic/vEFtAQAAAACgd6nYmugAAAAAAFBuQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0QEAAAAAoAQhOgAAAAAAlCBEBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnQAAAAAACihokP07373uxk7dmybrw996EPF5c3NzTnrrLMyadKkTJw4MZ/73OeyePHiNs/x4osv5jOf+Ux22WWX1NTU5Jvf/GZWrFjRZp2HHnooBx54YHbaaad84AMfyJ133rlGW2688cbsvffeGT9+fA4++OAsWLCge/5oAAAAAAAqRkWH6Emy3Xbb5Te/+U3x66abbiouO/fcc/OrX/0qF110UW644Yb84x//yIknnlhc/sYbb+TYY4/N8uXLc8stt+S8887L7Nmzc/HFFxfXWbhwYY499thMmjQpP/7xj3PkkUfmtNNOy5w5c4rr3HvvvZk1a1ZOOOGEzJ49O+PGjcsxxxyThoaGntkIAAAAAACURcWH6AMGDMjo0aOLXyNGjEiSvPrqq7njjjsyc+bM1NTUZKeddsq5556bxx57LPPnz0+S/OY3v8kzzzyTb33rW9lhhx2y11575eSTT86NN96YlpaWJMktt9ySMWPGZObMmdlmm21y+OGHZ8qUKbn22muLbbjmmmtyyCGH5KCDDsq2226bs846K0OGDMkdd9zR05sDAAAAAIAeVPEh+vPPP5/Jkydnn332yRe/+MW8+OKLSZLHH388y5cvT21tbXHdbbbZJltssUUxRJ8/f3623377jBo1qrjO5MmTs3Tp0jzzzDPFdWpqatq85uTJk4vP0dLSkieeeKLN6/Tv3z+1tbV57LHHuuNPBgAAAACgQmxU7gasy84775xZs2blXe96VxYtWpRLL700hx12WO65554sXrw4AwcOzCabbNLmd0aOHJlFixYlSRYvXtwmQE9S/Hl96yxdujRNTU155ZVX8sYbb2TkyJFrvM5zzz3XpX8vAAAAAACVpaJD9L322qv4/bhx47LLLrvk/e9/f37yk59kyJAhZWwZAAAAAAB9QcWXc2ltk002yb/8y7/khRdeyKhRo7J8+fIsWbKkzToNDQ0ZPXp0kjd7lC9evLjN8sLP61tn6NChGTJkSDbddNMMGDBgjUlEGxoa1ujBDgAAAABA71JVIfprr72WhQsXZvTo0dlpp50ycODAzJs3r7j8ueeey4svvpgJEyYkSSZMmJA//vGPbQLwuXPnZujQodl2222L6zz44INtXmfu3LnF5xg0aFB23HHHNq+zcuXKzJs3LxMnTuymvxQAAAAAgEpQ0SH6N7/5zTz88MOpq6vLb3/725x44onp379/9t9//wwbNiwHHXRQzjvvvDz44IN5/PHHc+qpp2bixInFAHzy5MnZdtttc8opp+Spp57KnDlzctFFF+Wwww7LoEGDkiSf+MQnsnDhwpx//vl59tlnc+ONN+YnP/lJjjrqqGI7ZsyYkdtuuy2zZ8/Os88+mzPPPDPLli3LtGnTyrBVAAAAAADoKRVdE/3vf/97/r//7//Lyy+/nBEjRuTd7353brvttowYMSJJcuqpp6Z///456aST0tLSksmTJ+eMM84o/v6AAQPy/e9/P2eeeWYOPfTQbLzxxjnwwANz0kknFdfZaqutcvnll2fWrFm5/vrrs/nmm+ecc87JHnvsUVxnv/32S2NjYy6++OIsWrQoO+ywQ6688krlXAAAAAAAermKDtH/8z//c53LBw8enDPOOKNNcL66LbfcMldcccU6n2fSpEm566671rnO4YcfnsMPP3yd6wAAAAAA0LtUdDkXAAAAAAAoJyE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIEQHAAAAAIAShOgAAAAAAFCCEB0AAAAAAEoQogMAAAAAQAlCdAAAAAAAKEGIDgAAAAAAJQjRAQAAAACgBCE6AAAAAACUIETvoBtvvDF77713xo8fn4MPPjgLFiwod5MAAAAAAOgmQvQOuPfeezNr1qyccMIJmT17dsaNG5djjjkmDQ0N5W4aAAAAAADdQIjeAddcc00OOeSQHHTQQdl2221z1llnZciQIbnjjjvK3TQAAAAAALqBEL2dWlpa8sQTT6S2trb4WP/+/VNbW5vHHnusjC0DAAAAAKC7bFTuBlSLl156KW+88UZGjhzZ5vGRI0fmueee69Bz9evXlS2rDgMGDMiwYcOSJPX1f6/q75PkLctfzfL/93O1fF8p268vbnvvQ2V8Xynbry9ue+9DZXxfKduvL2773vA+lPqbnn/+z1m1alXZ2+f/p3q+r5RtadtX5/eVsi374vtQKduvL2773vA+VMr264vbvqPvw4ABA/pcbtnev7ffqlWrVnVvU3qH+vr67LnnnrnlllsyceLE4uPnn39+HnnkkfzoRz8qY+sAAAAAAOgOyrm006abbpoBAwasMYloQ0NDRo0aVaZWAQAAAADQnYTo7TRo0KDsuOOOmTdvXvGxlStXZt68eW16pgMAAAAA0Huoid4BM2bMyFe+8pXstNNO2XnnnXPddddl2bJlmTZtWrmbBgAAAABANxCid8B+++2XxsbGXHzxxVm0aFF22GGHXHnllcq5AAAAAAD0UiYWBQAAAACAEtREBwAAAACAEoToAAAAAABQghAdAAAAAABKEKIDAAAAAEAJQnR6jZaWlrS0tJS7GQDABnA8BwAAKs1G5W4AbIgHHngg1157bebPn5+lS5cmSYYOHZoJEyZkxowZqa2tLXMLAYD1cTwHgOr3zDPP5Ic//GHmz5+fxYsXJ0lGjRqVCRMm5PDDD8+2225b5hYCdF6/VatWrSp3I6AzZs+endNOOy1TpkzJ5MmTM3LkyCRJQ0NDHnjggfzsZz/LOeeck4997GPlbSgAUJLjOQBUv/vvvz8nnHBCdtxxx7Uez5944olcdtll2WOPPcrcUoDOEaJTtaZMmZIjjjgihx122FqX33jjjbnuuuvy85//vIdbBgC0l+M5AFS/j3zkI9lnn31y8sknr3X5d7/73fz85z/PPffc08MtA+gaaqJTtV588cXU1NSUXF5TU5O///3vPdgiAKCjHM8BoPr95S9/yQEHHFBy+dSpU/P888/3YIsAupYQnaq13Xbb5fbbby+5/I477lBzDQAqnOM5AFS/LbfcMvfff3/J5ffff3+22GKLHmwRQNdSzoWq9dBDD+W4447LmDFjUltb26bm2rx587Jw4cL84Ac/yO67717mlgIApTieA0D1+8lPfpIvfelL2WOPPVJbW5tRo0YlSRYvXpx58+Zlzpw5+fa3v50pU6aUuaUAnSNEp6rV1dXl5ptvzu9+97ssWrQoSTJ69OhMmDAhn/jEJzJmzJgytxAAWB/HcwCofr/97W9zww03ZP78+Wscz4844ohMnDixzC0E6DwhOgAAAAAAlLBRuRsAG2rFihV55pln2tzp3mabbTJw4MAytwwAaC/HcwDoHV599dU2x/Nhw4aVuUUAG06ITtVauXJlvvOd7+Smm27Kq6++2mbZsGHDcthhh+Wkk05K//7mzwWASuV4DgC9w49+9KNcc801+fOf/5wkWbVqVfr165d3vetdmTFjRg4++OAytxCg84ToVK0LLrggs2fPzhe/+MVMnjy5zcQlDzzwQL7zne9k+fLl+fKXv1zmlgIApTieA0D1u/LKK3PJJZdk+vTpaz2en3vuuVmyZEmOOeaYMrcUoHPURKdqve9978t5552XPfbYY63L58yZk6985SuZO3duD7cMAGgvx3MAqH7vf//78+Uvfzn77bffWpffe++9Of/883Pffff1bMMAuohxsVSt1157LZtttlnJ5aNHj86yZct6sEUAQEc5ngNA9WtoaMjYsWNLLt9+++3z0ksv9WCLALqWEJ2q9Z73vCfnn39+Ghsb11jW2NiYCy64IO95z3vK0DIAoL0czwGg+o0fPz4/+MEPsmLFijWWvfHGG7niiisyfvz4MrQMoGso50LV+tvf/pbPfOYzee6557L99ttn5MiRSd68A/7HP/4x22yzTS6//PK84x3vKHNLAYBSHM8BoPo99dRT+dSnPpXly5dn9913b3M8f+SRRzJw4MBcffXV2X777cvcUoDOEaJT1VauXJk5c+bkd7/7XRYvXpwkGTVqVCZMmJDJkyenf3+DLQCg0jmeA0D1W7p0ae6+++61Hs8POOCADB06tMwtBOg8IToAAAAAAJSgWw8AAAAAAJQgRKdX2HvvvTNjxow2jx111FHZZ599ytQiAKCjHM8BoPpNnz49M2fObPPYV77ylRxxxBFlahHAhtuo3A2ArnDggQdmxIgRbR77wAc+kJdeeqlMLQIAOsrxHACq35gxYzJ69Og2j7397W83xwlQ1dREBwAAAACAEtwGBAAAAACAEpRzoao988wz+eEPf5j58+dn8eLFSZJRo0ZlwoQJOfzww7PtttuWuYUAwPo4ngNA9WtsbMwdd9yxxvF84sSJmTZt2hol2wCqiXIuVK37778/J5xwQnbcccdMnjw5I0eOTJI0NDTkgQceyBNPPJHLLrsse+yxR5lbCgCU4ngOANVvwYIF+dSnPpUhQ4aktra2zfF83rx5aWpqypVXXpnx48eXuaUAnSNEp2p95CMfyT777JOTTz55rcu/+93v5uc//3nuueeeHm4ZANBejucAUP0OOeSQjBs3LmeddVb69evXZtmqVatyxhln5Omnn86tt95aphYCbBg10alaf/nLX3LAAQeUXD516tQ8//zzPdgiAKCjHM8BoPo99dRTOfLII9cI0JOkX79+OfLII/Pkk0+WoWUAXUOITtXacsstc//995dcfv/992eLLbbowRYBAB3leA4A1W/UqFH5/e9/X3L573//+4waNaoHWwTQtUwsStU66aST8qUvfSkPPfRQamtriwfkxYsXZ968eZkzZ06+/e1vl7mVAMC6OJ4DQPU75phj8h//8R95/PHHU1NTs8bx/Ec/+lFOOeWUMrcSoPPURKeq/fa3v80NN9yQ+fPnZ9GiRUmS0aNHZ8KECTniiCMyceLEMrcQAFgfx3MAqH733ntvrr322jzxxBN54403kiQDBgzIjjvumKOOOir77bdfmVsI0HlCdAAAAAC6xPLly/PSSy8lSTbddNMMHDiwzC0C2HBCdHqFV199tU3PtWHDhpW5RQBARzmeA0Dv0NLSkiQZNGhQmVsC0DXURKeq/ehHP8o111yTP//5z0mSVatWpV+/fnnXu96VGTNm5OCDDy5zCwGA9XE8B4Dq98ADD+Taa6/N/Pnzs3Tp0iTJ0KFDM2HChMyYMSO1tbVlbiFA5wnRqVpXXnllLrnkkkyfPj2TJ09uM3HJAw88kHPPPTdLlizJMcccU+aWAgClOJ4DQPWbPXt2TjvttEyZMiVf/epXM3LkyCRJQ0NDHnjggXzmM5/JOeeck4997GPlbShAJynnQtV6//vfny9/+cslJye59957c/755+e+++7r2YYBAO3meA4A1W/KlCk54ogjcthhh611+Y033pjrrrsuP//5z3u4ZQBdo3+5GwCd1dDQkLFjx5Zcvv322xcnMwEAKpPjOQBUvxdffDE1NTUll9fU1OTvf/97D7YIoGsJ0ala48ePzw9+8IOsWLFijWVvvPFGrrjiiowfP74MLQMA2svxHACq33bbbZfbb7+95PI77rgj2267bQ+2CKBrKedC1XrqqafyqU99KsuXL8/uu+/epubaI488koEDB+bqq6/O9ttvX+aWAgClOJ4DQPV76KGHctxxx2XMmDGpra1tczyfN29eFi5cmB/84AfZfffdy9xSgM4RolPVli5dmrvvvju/+93vsnjx4iTJqFGjMmHChBxwwAEZOnRomVsIAKyP4zkAVL+6urrcfPPN+d3vfpdFixYlSUaPHp0JEybkE5/4RMaMGVPmFgJ0nhAdAAAAAABKUBMdAAAAAABKEKIDAAAAAEAJQnQAAAAAAChBiA4AAAAAACUI0ek1Wlpa0tLSUu5mAAAAAEkWLlyYFStWlLsZABtMiE5Ve+CBB/LpT386u+++e3bZZZfssssu2X333fPpT386c+fOLXfzAID1OOCAA3LppZfmb3/7W7mbAgB0sQ9/+MN5/vnny90MgA3Wb9WqVavK3QjojNmzZ+e0007LlClTMnny5IwcOTJJ0tDQkAceeCA/+9nPcs455+RjH/tYeRsKAJQ0bty4DB8+PK+++mpqampyyCGHZJ999slGG21U7qYBAO104oknrvXxX/7yl3nve9+bt771rUmSSy65pCebBdBlXJ1Qtb7//e/n1FNPzWGHHbbGsmnTpmXXXXfNZZddJkQHgAp399135/e//31uv/32/H//3/+XTTbZJB/72Mfy8Y9/PNtss025mwcArMcvfvGL7L777hkzZsway97ylrdk2LBhZWgVQNfRE52qNX78+Pz4xz/Ov/7rv651+XPPPZePfexjWbBgQQ+3DABor3HjxuWBBx4ojij7xz/+kdmzZ+fOO+/MCy+8kF122SUf//jH8/GPf7zMLQUASvnv//7vnH/++TnppJNy0EEHFR/fcccd8+Mf/zjbbrttGVsHsOHURKdqbbfddrn99ttLLr/jjjscqAGgwvXr16/Nz5tttlmOPfbY/OxnP8u1116brbbaKt/4xjfK1DoAoD2mTp2aG2+8Mbfffns+97nP5ZVXXil3kwC6lHIuVK2vfOUrOe644zJnzpzU1ta2qYk+b968LFy4MD/4wQ/K3EoAYF3WNShy0qRJmTRpUpYuXdqDLQIAOmPMmDG58cYbc8kll+SjH/1ovv71r69xsxygWgnRqVqTJk3KPffck5tvvjm/+93vsmjRoiTJ6NGjs+eee+YTn/jEWuuxAQCV48ADD8zgwYPXuc7QoUN7qDUAwIbo379/TjrppNTW1uYrX/lK3njjjXI3CaBLqIkOAAAAQJd67bXXsnDhwvzrv/5rBg0aVO7mAGwQIToAAAAAAJRgYlF6raeeeio77LBDuZsBAGwAx3MAqA73339/vva1r+X888/Ps88+22bZK6+8kiOOOKJMLQPYcEJ0ejUDLQCg+jmeA0Blu+eee/LZz342ixcvzvz583PggQfm7rvvLi5fvnx5HnnkkTK2EGDDmFiUqnXiiSeuc/mrr75qJnAAqHCO5wBQ/a666qrMnDmz2Nv83nvvzde+9rU0Nzfn4IMPLnPrADacEJ2q9atf/Sq1tbUZNWrUWpebBRwAKp/jOQBUv+effz7vf//7iz/vt99+GTFiRD772c9mxYoV+cAHPlDG1gFsOCE6Vetf//Vf88EPfrDkXe0nn3wy9913X882CgDoEMdzAP7/9u4/1uq6/gP48/LjFoFhgjKFxrxqkDDiXlhAk5W1nDPv0kkLLRIjggh/xEwvWEQwxGZZkyyY6wc2ttzkh81Wg1aGjB8V3o0gkQRZ2J1eL6zFBeHC5X7/aN19+cbJC5cvh8/Z4/HXve/3uec8zz88t9d58z4UX9++fXPgwIG8973v7VwbP358li9fnhkzZuT1118vYzqA7nMnOoU1cuTI/OUvfym5X11dncsvv/w8JgIAzpQ+B4DiGzVqVDZs2PAf6x/84AezbNmyPPXUU2VIBXDuVHX4piYKqq2tLe3t7enTp0+5owAAZ0mfA0Dx/eEPf0hjY2NmzJhx2v0tW7bk2WefzZIlS85zMoBzwxAdAAAAAABKcJ0LFeWLX/ximpubyx0DAOgGfQ4AxafPgUpiiE5F+eMf/5hjx46VOwYA0A36HACKT58DlcQQHQAAAAAASjBEp6IMHjw4vXr1KncMAKAb9DkAFJ8+ByqJLxYFAAAAAIASfCRI4W3fvj2NjY1paWlJkgwcODC1tbUZNWpUmZMBAF2lzwGg+PQ5UKmcRKewDhw4kLvvvjsvvvhirrjiigwYMKBzvampKXV1dVm6dGnnOgBw4dHnAFB8+hyodIboFNY999yT5ubmPPzww6mpqTllb+/evZk3b14uu+yyPP7442VKCAC8HX0OAMWnz4FKZ4hOYdXW1mblypW59tprT7u/Y8eOTJkyJY2Njec5GQDQVfocAIpPnwOVrke5A8DZqq6uTmtra8n9w4cPp7q6+jwmAgDOlD4HgOLT50ClM0SnsG666aY0NDRk/fr1p5R1a2tr1q9fn7lz5+bmm28uY0IA4O3ocwAoPn0OVDrXuVBYbW1tWbx4cVatWpX29vb07t07SXL8+PH07NkzkyZNyrx583zaDQAXMH0OAMWnz4FKZ4hO4bW2tmbHjh1paWlJkgwcODAjR45Mv379ypwMAOgqfQ4AxafPgUpliA4AAAAAACW4E52K1dLSku9///vljgEAdIM+B4Di0+dA0RmiU7FaWlryxBNPlDsGANAN+hwAik+fA0XXq9wB4Gzt2rXrv+7v3bv3PCUBAM6WPgeA4tPnQKUzRKewbrnlllRVVeV01/r/e72qqqoMyQCArtLnAFB8+hyodIboFFb//v3z1a9+NRMmTDjt/iuvvJKZM2ee51QAwJnQ5wBQfPocqHSG6BTWyJEj09zcnMGDB592/9ChQ6f9FBwAuHDocwAoPn0OVDpDdApr8uTJOXLkSMn9yy+/PEuWLDmPiQCAM6XPAaD49DlQ6ao6fBQIAAAAAACn1aPcAeBc2rZtW9ra2sodAwDoBn0OAMWnz4FKYohORZk+fXreeOONcscAALpBnwNA8elzoJIYolNR3E4EAMWnzwGg+PQ5UEkM0QEAAAAAoARDdCrKwoULM2DAgHLHAAC6QZ8DQPHpc6CSVHX4/zVUmK1bt+YDH/hA3vnOd5Y7CgBwlvQ5ABSfPgcqhZPoVJxp06bl73//e7ljAADdoM8BoPj0OVApnESnsG699dbTrr/00kupqanJO97xjiTJmjVrzmcsAOAM6HMAKD59DlS6XuUOAGdr9+7dmTBhQkaPHt251tHRkV27dmXcuHHuXgOAAtDnAFB8+hyodE6iU1jbtm1LQ0ND6uvrM3v27PTo8a/biUaMGJFnn302V199dZkTAgBvR58DQPHpc6DSuROdwhozZkxWr16dffv2ZfLkyfnb3/5W7kgAwBnS5wBQfPocqHSG6BTaRRddlMceeyyf/vSnc8cdd+Tpp59OVVVVuWMBAGdAnwNA8elzoJK5E52KcNttt2XMmDG5//77c+LEiXLHAQDOgj4HgOLT50Alcic6FeXkyZM5fPhw+vXr5xNvACgofQ4AxafPgUpiiA4AAAAAACW4E51CW7lyZaZOnZp77703mzdvPmXv4MGD+djHPlamZABAV+lzACg+fQ5UMkN0Cuupp57Ko48+mpqamlRXV2f69OlZvnx55/7JkyfT1NRUxoQAwNvR5wBQfPocqHS+WJTCevrpp7No0aLU19cnSW6//fZ8+ctfztGjR3PvvfeWOR0A0BX6HACKT58Dlc4QncJ67bXXUltb2/l7XV1dVqxYkbvuuisnTpzInXfeWcZ0AEBX6HMAKD59DlQ6Q3QK6z3veU9ef/31DBkypHPtfe97X1asWJE777wzzc3NZUwHAHSFPgeA4tPnQKVzJzqFNWbMmKxbt+4/1q+++ur89Kc/zYYNG8qQCgA4E/ocAIpPnwOVzkl0Cmv69OnZuXPnafeuueaarFix4rQlDgBcOPQ5ABSfPgcqXVVHR0dHuUMAAAAAAMCFyEl0Cm/79u1pbGxMS0tLkmTgwIGpra3NqFGjypwMAOgqfQ4AxafPgUrlJDqFdeDAgcyePTuNjY254oorMmDAgM71pqam1NXVZenSpZ3rAMCFR58DQPHpc6DSGaJTWPfcc0+am5vz8MMPp6am5pS9vXv3Zt68ebnsssvy+OOPlykhAPB29DkAFJ8+ByqdITqFVVtbm5UrV+baa6897f6OHTsyZcqUNDY2nudkAEBX6XMAKD59DlS6HuUOAGeruro6ra2tJfcPHz6c6urq85gIADhT+hwAik+fA5XOEJ3Cuummm9LQ0JD169efUtatra1Zv3595s6dm5tvvrmMCQGAt6PPAaD49DlQ6VznQmG1tbVl8eLFWbVqVdrb29O7d+8kyfHjx9OzZ89MmjQp8+bN82k3AFzA9DkAFJ8+ByqdITqF19ramh07dqSlpSVJMnDgwIwcOTL9+vUrczIAoKv0OQAUnz4HKpUhOgAAAAAAlOBOdArt6NGj+dOf/pRXXnnlP/aOHTuWtWvXnv9QAMAZ0ecAUHz6HKhkTqJTWK+++mqmTZuWpqamVFVVZcyYMfnOd76TQYMGJUlaWloyceLEvPTSS2VOCgCUos8BoPj0OVDpnESnsL797W/nmmuuyaZNm/LrX/86ffv2zR133JGmpqZyRwMAukifA0Dx6XOg0hmiU1iNjY2ZM2dOLrnkkgwdOjTLli3Lddddl8985jPZv39/ueMBAF2gzwGg+PQ5UOkM0Smso0ePplevXp2/V1VV5Zvf/Gauv/76fPazn82+ffvKFw4A6BJ9DgDFp8+BStfr7R8CF6aampr8+c9/zlVXXXXK+vz585MkX/rSl8oRCwA4A/ocAIpPnwOVzkl0CuvjH/94fvnLX552b/78+fnEJz4R35sLABc2fQ4AxafPgUpX1eFfMQAAAAAAOC0n0QEAAAAAoARDdAAAAAAAKMEQHQAAAAAASjBEBwAAAACAEgzRAQAAAACgBEN0AAAAAAAowRAdAAAKpKGhIcOGDcuwYcMyYsSIfOhDH8pdd92VZ555JidPnuzy86xevTpjx449J5n+23MNGzYsv/nNb87J6wAAQDkYogMAQMFMnDgxGzduzG9/+9s8+eSTGTduXBYvXpwZM2bkxIkT5Y533rW1tZU7AgAAFcwQHQAACqa6ujqXXnppBg0alBEjRmTmzJn5wQ9+kA0bNmTNmjVJkp/85Cepr6/P6NGj8+EPfzgLFizI4cOHkyRbt27N3Llzc+jQoc5T7UuXLk3yr4H0t771rUycODGjR4/Opz71qWzduvWcZX/55Zfzuc99LqNGjcq4cePy9a9/vTNXkkyZMiWLFy8+5W9mzZqVhoaGzt8/+tGP5oknnsgDDzyQurq6zJ8//5zlAwCA/8sQHQAAKsCECRMyfPjwrFu3LklSVVWVhx56KM8991weeeSRbNmyJY8++miSpLa2NvPmzUu/fv2ycePGbNy4MZ///OeTJAsXLkxjY2O++93v5he/+EVuvPHGfOELX8i+ffu6nfHIkSOZNm1a+vfvn2eeeSbf+973smnTpixatOiMn+vHP/5xhg8fnrVr12bWrFndzgYAAKX0KncAAADg3KipqcnLL7+cJJk6dWrn+pAhQ3LfffflG9/4RhYsWJDq6upcdNFFqaqqyqWXXtr5uKampqxevTq/+93vMmjQoCTJtGnT8sILL2T16tWZM2dOydc+dOhQamtr/2u+5557rvOk+7ve9a4kyfz58zNz5szcf//9GThwYJff6/jx4zsH/wAA8P/JEB0AACpER0dHqqqqkiSbNm3K8uXLs3fv3rS2tqa9vT3Hjh3LW2+9lT59+pz273fv3p329vbceOONp6y3tbXl4osvTpJTBuX19fVZuHBhkqRv376dV8n8bzfccEPnz3v27MmwYcM6B+hJUldXl5MnT+bVV189oyH6yJEju/xYAADoDkN0AACoEHv27MmQIUPy2muvZcaMGbn99tvzla98Jf3798+2bdvy0EMP5fjx4yWH6EeOHEnPnj2zatWq9OzZ85S9fw++165d27nWr1+/zp979OiRoUOHdvs9VFVVpaOj45S1031Zaqn3AAAA55ohOgAAVIDNmzdn9+7dmTp1anbu3JmOjo40NDSkR49/fQ3Sr371q1Me37t377S3t5+y9v73vz/t7e05ePBgxo4de9rX6c6g/KqrrsqaNWty5MiRzqH8iy++mB49euTKK69MklxyySV58803O/+mvb09f/3rXzNu3Lizfl0AAOgOXywKAAAF09bWljfffDNvvPFGdu7cmWXLlmXWrFm5/vrrc8stt2To0KE5fvx4fvazn2X//v1Zu3Ztfv7zn5/yHIMHD86RI0eyefPmHDx4MG+99VauvPLK1NfX54EHHsi6deuyf//+bN++PcuXL8/zzz/f7dz19fWprq5OQ0NDdu/enS1btmTRokX55Cc/2XmVy/jx4/P73/8+zz//fPbs2ZMFCxbkn//8Z7dfGwAAzpaT6AAAUDAvvPBCrrvuuvTq1Svvfve7M3z48Hzta1/Lrbfemh49emT48OGZO3dunnzyyTz22GMZO3Zs5syZkwcffLDzOerq6jJ58uTcd999+cc//pHZs2fn7rvvzpIlS/LDH/4wjzzySJqbm3PxxRdn9OjR+chHPtLt3H369MmPfvSjLF68OJMmTUqfPn1yww03pKGhofMxt912W3bt2pUHH3wwPXv2zNSpU51CBwCgrKo6/u+FgwAAAAAAQBLXuQAAAAAAQEmG6AAAAAAAUIIhOgAAAAAAlGCIDgAAAAAAJRiiAwAAAABACYboAAAAAABQgiE6AAAAAACUYIgOAAAAAAAlGKIDAAAAAEAJhugAAAAAAFCCIToAAAAAAJRgiA4AAAAAACX8D5nbNayD6Y88AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of hours: 425\n",
      "Average clips per hour: 212022.07\n",
      "Max clips in an hour: 280526\n",
      "Min clips in an hour: 111223\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",
    "print_out_value_counts_nicely(clip_df, \"clip_type\")\n",
    "# check the number of audio uploads\n",
    "upload_clip_df = total_clip_df[total_clip_df[\"clip_type\"] == \"upload\"].copy()\n",
    "stem_clip_df = total_clip_df[total_clip_df[\"clip_type\"] == \"stem\"].copy()\n",
    "print(\"total without model:\", (total_clip_df[\"model_name\"] == \"\").sum())\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": 81,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:32:30.479040Z",
     "iopub.status.busy": "2024-10-27T17:32:30.478888Z",
     "iopub.status.idle": "2024-10-27T17:32:34.618622Z",
     "shell.execute_reply": "2024-10-27T17:32:34.618019Z",
     "shell.execute_reply.started": "2024-10-27T17:32:30.479025Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of upvoates: 7,250,088 rows\n",
      "number of flagged reports: 136,532 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": 82,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:32:34.619374Z",
     "iopub.status.busy": "2024-10-27T17:32:34.619222Z",
     "iopub.status.idle": "2024-10-27T17:32:38.273209Z",
     "shell.execute_reply": "2024-10-27T17:32:38.272636Z",
     "shell.execute_reply.started": "2024-10-27T17:32:34.619359Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reactions fraction by pro user:\n",
      "False: 52364625 (62.86%)\n",
      "True: 30935436 (37.14%)\n",
      "------------\n",
      "Clip generated fraction by pro user:\n",
      "False: 49760607 (55.22%)\n",
      "True: 40348771 (44.78%)\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(\"Reactions fraction by pro user:\")\n",
    "print_out_value_counts_nicely(reaction_df, \"is_pro_user\")\n",
    "print(\"------------\")\n",
    "# clip check\n",
    "print(\"Clip generated fraction by pro user:\")\n",
    "print_out_value_counts_nicely(clip_df, \"is_pro_user\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:32:38.273904Z",
     "iopub.status.busy": "2024-10-27T17:32:38.273755Z",
     "iopub.status.idle": "2024-10-27T17:32:40.189453Z",
     "shell.execute_reply": "2024-10-27T17:32:40.188849Z",
     "shell.execute_reply.started": "2024-10-27T17:32:38.273889Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stem parent ids: 1297663\n"
     ]
    }
   ],
   "source": [
    "# find out the stem parent ids\n",
    "stem_parent_ids = set(\n",
    "    stem_clip_df[\"metadata\"].apply(lambda x: x.get(\"stem_from_id\", \"xxx\"))\n",
    ")\n",
    "print(\"stem parent ids:\", len(stem_parent_ids))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:12.019778Z",
     "start_time": "2024-05-26T00:22:57.637371Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:32:40.190192Z",
     "iopub.status.busy": "2024-10-27T17:32:40.190039Z",
     "iopub.status.idle": "2024-10-27T17:35:29.812421Z",
     "shell.execute_reply": "2024-10-27T17:35:29.811840Z",
     "shell.execute_reply.started": "2024-10-27T17:32:40.190177Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clips in a splaylist:\n",
      "False: 89336111 (99.14%)\n",
      "True: 773267 (0.86%)\n",
      "------------\n",
      "Clips has stem children:\n",
      "False: 88827130 (98.58%)\n",
      "True: 1282248 (1.42%)\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\")\n",
    "clip_df[\"has_stems\"] = clip_df[\"id\"].astype(str).isin(stem_parent_ids)\n",
    "print(\"------------\")\n",
    "print(\"Clips has stem children:\")\n",
    "print_out_value_counts_nicely(clip_df, \"has_stems\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:17.912428Z",
     "start_time": "2024-05-26T00:23:12.021726Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:35:29.813182Z",
     "iopub.status.busy": "2024-10-27T17:35:29.813033Z",
     "iopub.status.idle": "2024-10-27T17:36:01.428437Z",
     "shell.execute_reply": "2024-10-27T17:36:01.427848Z",
     "shell.execute_reply.started": "2024-10-27T17:35:29.813167Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clips that have children: 8963924 \n",
      "clips that are parents: 1475461 \n",
      " Average continues from clip =  6.08\n",
      "web: 88139032 (98.51%)\n",
      "ios: 1332540 (1.49%)\n"
     ]
    }
   ],
   "source": [
    "# parse the metadata for histories and types\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": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.092835Z",
     "start_time": "2024-05-26T00:23:17.914456Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:36:01.430437Z",
     "iopub.status.busy": "2024-10-27T17:36:01.430168Z",
     "iopub.status.idle": "2024-10-27T17:37:20.319974Z",
     "shell.execute_reply": "2024-10-27T17:37:20.319377Z",
     "shell.execute_reply.started": "2024-10-27T17:36:01.430420Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total uploads: 3373511\n",
      "clips without request id: 4096422\n",
      "clips without request id: 4096422 clip_type\n",
      "stem                2604255\n",
      "upload               766800\n",
      "concat               549963\n",
      "edit_crop             96298\n",
      "concat_infilling      79106\n",
      "Name: count, dtype: int64\n",
      "Clips without request id (concat, uploads...) frac = 0.01065\n"
     ]
    }
   ],
   "source": [
    "print(\"total uploads:\", (clip_df[\"model_name\"] == \"\").sum())\n",
    "print(\"clips without request id:\", (clip_df[\"request_id\"].isna()).sum())\n",
    "# the nans are concats, we want to drop them for now\n",
    "concated_clips = clip_df[\n",
    "    (clip_df[\"clip_type\"] == \"concat\") | (clip_df[\"clip_type\"] == \"concat_infilling\")\n",
    "].copy()\n",
    "non_request_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\n",
    "print(\n",
    "    \"clips without request id:\",\n",
    "    non_request_clips.shape[0],\n",
    "    non_request_clips[\"clip_type\"].value_counts(),\n",
    ")\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": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:22.833148Z",
     "start_time": "2024-05-26T00:23:22.094796Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:37:20.320725Z",
     "iopub.status.busy": "2024-10-27T17:37:20.320569Z",
     "iopub.status.idle": "2024-10-27T17:37:29.756255Z",
     "shell.execute_reply": "2024-10-27T17:37:29.755675Z",
     "shell.execute_reply.started": "2024-10-27T17:37:20.320709Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 64723814 (75.25%)\n",
      "chirp-v3p5-engine-t-5: 7726640 (8.98%)\n",
      "chirp-v3p5-engine-upload-4: 3657971 (4.25%)\n",
      "chirp-v3p5-engine-b: 3612012 (4.20%)\n",
      "chirp-v3p5-engine-s-29: 3357239 (3.90%)\n",
      "chirp-v3-engine-i: 1688398 (1.96%)\n",
      "chirp-v2-xxl-alpha: 267086 (0.31%)\n",
      "chirp-v3p5-engine-fp8: 174848 (0.20%)\n",
      "chirp-v3-5: 162472 (0.19%)\n",
      "chirp-v3p5-engine-short: 73135 (0.09%)\n",
      "chirp-v3p5-engine-s-29-2: 70231 (0.08%)\n",
      "chirp-v3p5-engine-t-3: 61942 (0.07%)\n",
      "chirp-v3p5-engine-t-5-8: 52491 (0.06%)\n",
      "chirp-v3p5-engine-t-5-11: 44245 (0.05%)\n",
      "chirp-v3p5-engine-t-5-10: 44058 (0.05%)\n",
      "chirp-v3p5-engine-t-5-9: 41030 (0.05%)\n",
      "chirp-v3p5-engine-s-29-3: 40234 (0.05%)\n",
      "chirp-v3p5-engine-t-5-7: 29314 (0.03%)\n",
      "chirp-v3p5-engine-t-5-3: 26372 (0.03%)\n",
      "chirp-v3p5-engine-ft-1: 26271 (0.03%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 26244 (0.03%)\n",
      "chirp-v3p5-engine-s-29-1: 22972 (0.03%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 17262 (0.02%)\n",
      "chirp-v3p5-engine-t-5-1: 12528 (0.01%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 12320 (0.01%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 10924 (0.01%)\n",
      "chirp-v2-engine-msft-60s: 8737 (0.01%)\n",
      "chirp-v3p5-engine-t-5-5: 8199 (0.01%)\n",
      "chirp-v3p5-engine-t-5-4: 5901 (0.01%)\n",
      "chirp-v3-0: 5304 (0.01%)\n",
      "chirp-v3-5-short: 999 (0.00%)\n",
      "chirp-v3-5-tau: 892 (0.00%)\n",
      "chirp-v3-5-upload: 753 (0.00%)\n",
      "chirp-v3-5|chirp-v3-0: 94 (0.00%)\n",
      "chirp-v3.5: 23 (0.00%)\n",
      "suno-v3: 1 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "# check the model conts\n",
    "print_out_value_counts_nicely(clip_df, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:26.317699Z",
     "start_time": "2024-05-26T00:23:22.835074Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:37:29.757008Z",
     "iopub.status.busy": "2024-10-27T17:37:29.756847Z",
     "iopub.status.idle": "2024-10-27T17:38:58.342816Z",
     "shell.execute_reply": "2024-10-27T17:38:58.342246Z",
     "shell.execute_reply.started": "2024-10-27T17:37:29.756992Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre-filter model type clip_df shape: (86012956, 38)\n",
      "post-filter model type clip_df shape: (85842536, 38)\n",
      "chirp-v3p5-engine-s-8: 64723814 (75.40%)\n",
      "chirp-v3p5-engine-t-5: 7726640 (9.00%)\n",
      "chirp-v3p5-engine-upload-4: 3657971 (4.26%)\n",
      "chirp-v3p5-engine-b: 3612012 (4.21%)\n",
      "chirp-v3p5-engine-s-29: 3357239 (3.91%)\n",
      "chirp-v3-engine-i: 1688398 (1.97%)\n",
      "chirp-v2-xxl-alpha: 267086 (0.31%)\n",
      "chirp-v3p5-engine-fp8: 174848 (0.20%)\n",
      "chirp-v3p5-engine-short: 73135 (0.09%)\n",
      "chirp-v3p5-engine-s-29-2: 70231 (0.08%)\n",
      "chirp-v3p5-engine-t-3: 61942 (0.07%)\n",
      "chirp-v3p5-engine-t-5-8: 52491 (0.06%)\n",
      "chirp-v3p5-engine-t-5-11: 44245 (0.05%)\n",
      "chirp-v3p5-engine-t-5-10: 44058 (0.05%)\n",
      "chirp-v3p5-engine-t-5-9: 41030 (0.05%)\n",
      "chirp-v3p5-engine-s-29-3: 40234 (0.05%)\n",
      "chirp-v3p5-engine-t-5-7: 29314 (0.03%)\n",
      "chirp-v3p5-engine-t-5-3: 26372 (0.03%)\n",
      "chirp-v3p5-engine-ft-1: 26271 (0.03%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 26244 (0.03%)\n",
      "chirp-v3p5-engine-s-29-1: 22972 (0.03%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 17262 (0.02%)\n",
      "chirp-v3p5-engine-t-5-1: 12528 (0.01%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 12320 (0.01%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 10924 (0.01%)\n",
      "chirp-v2-engine-msft-60s: 8737 (0.01%)\n",
      "chirp-v3p5-engine-t-5-5: 8199 (0.01%)\n",
      "chirp-v3p5-engine-t-5-4: 5901 (0.01%)\n",
      "chirp-v3-5|chirp-v3-0: 94 (0.00%)\n",
      "chirp-v3.5: 23 (0.00%)\n",
      "suno-v3: 1 (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",
    "    & (clip_df[\"model_name\"] != \"chirp-v3-5-tau\")\n",
    "    & (clip_df[\"model_name\"] != \"chirp-v3-5-upload\")\n",
    "    & (clip_df[\"model_name\"] != \"chirp-v3-5-short\")\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": 89,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:38:58.343584Z",
     "iopub.status.busy": "2024-10-27T17:38:58.343427Z",
     "iopub.status.idle": "2024-10-27T17:39:54.806289Z",
     "shell.execute_reply": "2024-10-27T17:39:54.805680Z",
     "shell.execute_reply.started": "2024-10-27T17:38:58.343568Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "concat reactions: 2231992 unique concat clips: 745026\n",
      "total concats (959322, 41)\n",
      "check \n",
      "        reaction_play_count  reaction_upvote_count  reaction_dislike_count\n",
      "count        745026.000000          745026.000000           745026.000000\n",
      "mean              6.239239               0.255086                0.089118\n",
      "std             226.799758               3.114816                0.317003\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          118689.000000             508.000000               38.000000\n",
      "All concats 959322\n",
      "total concats with plays 745026\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": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:38.974479Z",
     "start_time": "2024-05-26T00:23:34.385507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:39:54.807029Z",
     "iopub.status.busy": "2024-10-27T17:39:54.806878Z",
     "iopub.status.idle": "2024-10-27T17:40:34.369710Z",
     "shell.execute_reply": "2024-10-27T17:40:34.369134Z",
     "shell.execute_reply.started": "2024-10-27T17:39:54.807015Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "7235it [00:01, 7916.68it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f484c8b2-c0e5-477c-9b37-8476dfc3d502 chirp-v3p5-engine-s-8\n",
      "80587fe3-2f60-47b5-93a4-96e771937ec4 chirp-v3p5-engine-s-8\n",
      "6dcf37f6-9008-4f83-87f7-9f91cf74dcea chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "27077it [00:02, 17737.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65af4bca-c8f8-47ec-87d0-bef6d9215cf9 chirp-v3p5-engine-s-8\n",
      "af6b169c-31ce-416f-9b2c-857c2e2bd8f0 chirp-v3p5-engine-s-8\n",
      "f4fc2c34-4d18-41de-b1bf-9c3ab77641a7 chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "39735it [00:03, 17969.90it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b1c9a780-b608-4f6f-b849-4c6cdfaa2087 chirp-v3-engine-i\n",
      "462d9daa-3269-44b2-9792-e185d6b4a989 chirp-v3p5-engine-upload-4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "46953it [00:03, 17956.59it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "89631302-653e-4b0f-ac8f-872fbd58a130 chirp-v3p5-engine-s-8\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "52367it [00:04, 18005.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "143bd129-bb06-4570-b710-61c2ae2723ca chirp-v3p5-engine-s-8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "57789it [00:04, 18047.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0941eadf-a5dd-49e7-8562-b1bc19c47935 chirp-v3p5-engine-upload-4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "63222it [00:04, 18063.02it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ae2af7c0-4362-4221-a2cf-8ebff64502e2 chirp-v3p5-engine-s-8\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "72280it [00:05, 18064.65it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
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      "745026it [00:39, 19083.19it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total concat unique clips are: 832865 with error: 7, duplicate 197169 \n",
      " uploads are in concats 2390 frac 0.001\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": 91,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:40.236690Z",
     "start_time": "2024-05-26T00:23:39.995713Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:40:34.370464Z",
     "iopub.status.busy": "2024-10-27T17:40:34.370309Z",
     "iopub.status.idle": "2024-10-27T17:40:40.673399Z",
     "shell.execute_reply": "2024-10-27T17:40:40.672816Z",
     "shell.execute_reply.started": "2024-10-27T17:40:34.370448Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    8.584254e+07\n",
      "mean     9.924648e+02\n",
      "std      6.124178e+03\n",
      "min      1.000000e+00\n",
      "25%      2.200000e+01\n",
      "50%      7.600000e+01\n",
      "75%      4.830000e+02\n",
      "max      1.106760e+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": 92,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:44.826860Z",
     "start_time": "2024-05-26T00:23:40.238330Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:40:40.674133Z",
     "iopub.status.busy": "2024-10-27T17:40:40.673975Z",
     "iopub.status.idle": "2024-10-27T17:41:38.429986Z",
     "shell.execute_reply": "2024-10-27T17:41:38.429411Z",
     "shell.execute_reply.started": "2024-10-27T17:40:40.674118Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has upvoted upvoted\n",
      "False    81795831\n",
      "True      4046705\n",
      "Name: count, dtype: int64 upvoted\n",
      "False    0.952859\n",
      "True     0.047141\n",
      "Name: proportion, dtype: float64 upvote_count\n",
      "False    0.951752\n",
      "True     0.048248\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": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:48.404433Z",
     "start_time": "2024-05-26T00:23:44.857788Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:41:38.430711Z",
     "iopub.status.busy": "2024-10-27T17:41:38.430561Z",
     "iopub.status.idle": "2024-10-27T17:42:38.180707Z",
     "shell.execute_reply": "2024-10-27T17:42:38.180130Z",
     "shell.execute_reply.started": "2024-10-27T17:41:38.430696Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downvoted fraction by category:\n",
      "False: 82609235 (96.23%)\n",
      "True: 3233301 (3.77%)\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": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:23:56.590022Z",
     "start_time": "2024-05-26T00:23:48.405668Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:42:38.181440Z",
     "iopub.status.busy": "2024-10-27T17:42:38.181289Z",
     "iopub.status.idle": "2024-10-27T17:44:38.406127Z",
     "shell.execute_reply": "2024-10-27T17:44:38.405552Z",
     "shell.execute_reply.started": "2024-10-27T17:42:38.181425Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_continued fraction by category:\n",
      "False: 85148357 (99.19%)\n",
      "True: 694179 (0.81%)\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": 95,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:44:38.406874Z",
     "iopub.status.busy": "2024-10-27T17:44:38.406718Z",
     "iopub.status.idle": "2024-10-27T17:44:40.123905Z",
     "shell.execute_reply": "2024-10-27T17:44:40.123403Z",
     "shell.execute_reply.started": "2024-10-27T17:44:38.406858Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has upvoted in exp 0.04714\n",
      "has downvoted out of exp 0.03767\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    \"has upvoted in exp\",\n",
    "    # clip_df[in_exp_mask][\"upvoted\"].value_counts(),\n",
    "    round(clip_df[\"upvoted\"].value_counts(normalize=True)[True], 5),\n",
    "    # (clip_df[clip_df[\"in_fe_exp\"]][\"upvote_count\"] >= 1).value_counts(normalize=True),\n",
    ")\n",
    "print(\n",
    "    \"has downvoted out of exp\",\n",
    "    # clip_df[out_exp_mask][\"downvoted\"].value_counts(),\n",
    "    round(clip_df[\"downvoted\"].value_counts(normalize=True)[True], 5),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:04.704306Z",
     "start_time": "2024-05-26T00:23:56.591353Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:44:40.124571Z",
     "iopub.status.busy": "2024-10-27T17:44:40.124419Z",
     "iopub.status.idle": "2024-10-27T17:46:19.214799Z",
     "shell.execute_reply": "2024-10-27T17:46:19.214192Z",
     "shell.execute_reply.started": "2024-10-27T17:44:40.124556Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "part_of_concat fraction by category:\n",
      "False: 85214476 (99.27%)\n",
      "True: 628060 (0.73%)\n",
      "------------\n",
      "Model distribution for part_of_concat clips:\n",
      "chirp-v3p5-engine-s-8: 60.98%\n",
      "chirp-v3p5-engine-t-5: 18.73%\n",
      "chirp-v3p5-engine-upload-4: 10.99%\n",
      "chirp-v3p5-engine-s-29: 4.34%\n",
      "chirp-v3-engine-i: 3.13%\n",
      "chirp-v2-xxl-alpha: 0.27%\n",
      "chirp-v3p5-engine-b: 0.22%\n",
      "chirp-v3p5-engine-t-3: 0.19%\n",
      "chirp-v3p5-engine-fp8: 0.17%\n",
      "chirp-v3p5-engine-t-5-8: 0.13%\n",
      "chirp-v3p5-engine-t-5-11: 0.11%\n",
      "chirp-v3p5-engine-s-29-2: 0.10%\n",
      "chirp-v3p5-engine-t-5-10: 0.10%\n",
      "chirp-v3p5-engine-t-5-9: 0.09%\n",
      "chirp-v3p5-engine-t-5-7: 0.06%\n",
      "chirp-v3p5-engine-t-5-6-b40: 0.06%\n",
      "chirp-v3p5-engine-s-29-3: 0.06%\n",
      "chirp-v3p5-engine-t-5-3: 0.05%\n",
      "chirp-v3p5-engine-t-5-5-b40: 0.04%\n",
      "chirp-v3p5-engine-s-29-1: 0.03%\n",
      "chirp-v3p5-engine-t-5-2-b40: 0.03%\n",
      "chirp-v3p5-engine-ft-1: 0.03%\n",
      "chirp-v3p5-engine-t-5-1: 0.02%\n",
      "chirp-v3p5-engine-t-5-1-b40: 0.02%\n",
      "chirp-v3p5-engine-t-5-5: 0.02%\n",
      "chirp-v3p5-engine-t-5-4: 0.01%\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(\"------------\")\n",
    "print(\"Model 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": 97,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:09.954233Z",
     "start_time": "2024-05-26T00:24:04.705554Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:46:19.215554Z",
     "iopub.status.busy": "2024-10-27T17:46:19.215396Z",
     "iopub.status.idle": "2024-10-27T17:48:04.423273Z",
     "shell.execute_reply": "2024-10-27T17:48:04.422702Z",
     "shell.execute_reply.started": "2024-10-27T17:46:19.215539Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "has_action fraction by category:\n",
      "False: 85224952 (99.28%)\n",
      "True: 617584 (0.72%)\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": 98,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:14.579841Z",
     "start_time": "2024-05-26T00:24:09.955568Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:48:04.424000Z",
     "iopub.status.busy": "2024-10-27T17:48:04.423848Z",
     "iopub.status.idle": "2024-10-27T17:48:46.083852Z",
     "shell.execute_reply": "2024-10-27T17:48:46.083286Z",
     "shell.execute_reply.started": "2024-10-27T17:48:04.423984Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flagged fraction by category:\n",
      "False: 85728389 (99.87%)\n",
      "True: 114147 (0.13%)\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": 99,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:48:46.084590Z",
     "iopub.status.busy": "2024-10-27T17:48:46.084437Z",
     "iopub.status.idle": "2024-10-27T17:48:46.362556Z",
     "shell.execute_reply": "2024-10-27T17:48:46.362067Z",
     "shell.execute_reply.started": "2024-10-27T17:48:46.084575Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "deleted fraction by category:\n",
      "False: 73371051 (85.47%)\n",
      "True: 12471485 (14.53%)\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": 100,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:15.382315Z",
     "start_time": "2024-05-26T00:24:14.581073Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:48:46.363188Z",
     "iopub.status.busy": "2024-10-27T17:48:46.363047Z",
     "iopub.status.idle": "2024-10-27T17:48:55.753024Z",
     "shell.execute_reply": "2024-10-27T17:48:55.752383Z",
     "shell.execute_reply.started": "2024-10-27T17:48:46.363174Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total clips: 85,842,536\n",
      "Must be positive: 5,285,003 (6.16%)\n",
      "Definitely not negative: 70,406,938 (82.02%)\n",
      "Must be negative: 15,435,598 (17.98%)\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": 101,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.095990Z",
     "start_time": "2024-05-26T00:24:15.383572Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:48:55.753828Z",
     "iopub.status.busy": "2024-10-27T17:48:55.753671Z",
     "iopub.status.idle": "2024-10-27T17:53:31.440815Z",
     "shell.execute_reply": "2024-10-27T17:53:31.440229Z",
     "shell.execute_reply.started": "2024-10-27T17:48:55.753813Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Liked requests: 4,023,647\n",
      "Not liked requests: 42,274,611\n",
      "Requests with preference paired generations: 3,118,299\n",
      "Percentage of total unique requests: 7.22%\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": 102,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:53:31.441564Z",
     "iopub.status.busy": "2024-10-27T17:53:31.441408Z",
     "iopub.status.idle": "2024-10-27T17:56:25.219793Z",
     "shell.execute_reply": "2024-10-27T17:56:25.219203Z",
     "shell.execute_reply.started": "2024-10-27T17:53:31.441548Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Disliked requests: 8,961,098\n",
      "Not disliked requests: 36,580,489\n",
      "Requests with preference paired generations: 2,361,628\n",
      "Percentage of total unique requests: 5.47%\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": 103,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.099372Z",
     "start_time": "2024-05-26T00:24:31.097244Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:56:25.220538Z",
     "iopub.status.busy": "2024-10-27T17:56:25.220383Z",
     "iopub.status.idle": "2024-10-27T17:56:27.269435Z",
     "shell.execute_reply": "2024-10-27T17:56:27.268872Z",
     "shell.execute_reply.started": "2024-10-27T17:56:25.220522Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total selected pairs of requests: 4,717,481\n",
      "Percentage of total unique requests: 10.93%\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": 104,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:31.239254Z",
     "start_time": "2024-05-26T00:24:31.100389Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:56:27.273396Z",
     "iopub.status.busy": "2024-10-27T17:56:27.272971Z",
     "iopub.status.idle": "2024-10-27T17:56:28.779375Z",
     "shell.execute_reply": "2024-10-27T17:56:28.778827Z",
     "shell.execute_reply.started": "2024-10-27T17:56:27.273378Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference in preference counts:\n",
      "0: 65,521,182 (76.33%)\n",
      "-1: 15,435,598 (17.98%)\n",
      "1: 4,885,756 (5.69%)\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": 105,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:37.322031Z",
     "start_time": "2024-05-26T00:24:31.240829Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:56:28.780084Z",
     "iopub.status.busy": "2024-10-27T17:56:28.779936Z",
     "iopub.status.idle": "2024-10-27T17:57:44.665623Z",
     "shell.execute_reply": "2024-10-27T17:57:44.665047Z",
     "shell.execute_reply.started": "2024-10-27T17:56:28.780069Z"
    }
   },
   "outputs": [],
   "source": [
    "# creation of interesting_clips\n",
    "interesting_clips = clip_df[clip_df[\"request_id\"].isin(requests)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:57:44.666406Z",
     "iopub.status.busy": "2024-10-27T17:57:44.666255Z",
     "iopub.status.idle": "2024-10-27T17:58:52.548058Z",
     "shell.execute_reply": "2024-10-27T17:58:52.547537Z",
     "shell.execute_reply.started": "2024-10-27T17:57:44.666391Z"
    }
   },
   "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>00000232-a412-4faf-8c3f-f7a000a1f092</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00000232-a412-4faf-8c3f-f7a000a1f092</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000003b6-c6c3-4df0-9691-f7ca0fb2e09a</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000003b6-c6c3-4df0-9691-f7ca0fb2e09a</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00000477-da74-489f-b341-d8d5f14a5ddd</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>00000477-da74-489f-b341-d8d5f14a5ddd</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  00000232-a412-4faf-8c3f-f7a000a1f092           False           False                0\n",
       "1  00000232-a412-4faf-8c3f-f7a000a1f092            True           False                1\n",
       "2  000003b6-c6c3-4df0-9691-f7ca0fb2e09a           False            True               -1\n",
       "3  000003b6-c6c3-4df0-9691-f7ca0fb2e09a           False           False                0\n",
       "4  00000477-da74-489f-b341-d8d5f14a5ddd           False            True               -1\n",
       "5  00000477-da74-489f-b341-d8d5f14a5ddd           False           False                0"
      ]
     },
     "execution_count": 106,
     "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": 107,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:58:52.548795Z",
     "iopub.status.busy": "2024-10-27T17:58:52.548640Z",
     "iopub.status.idle": "2024-10-27T17:58:53.803964Z",
     "shell.execute_reply": "2024-10-27T17:58:53.803399Z",
     "shell.execute_reply.started": "2024-10-27T17:58:52.548780Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Difference 0: 3,955,035 (41.92%)\n",
      "Difference 1: 3,118,299 (33.05%)\n",
      "Difference -1: 2,361,628 (25.03%)\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": 108,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T17:58:53.804702Z",
     "iopub.status.busy": "2024-10-27T17:58:53.804550Z",
     "iopub.status.idle": "2024-10-27T17:58:53.921380Z",
     "shell.execute_reply": "2024-10-27T17:58:53.920824Z",
     "shell.execute_reply.started": "2024-10-27T17:58:53.804687Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value 1.0: 3,955,035 (83.84%)\n",
      "Value 2.0: 762,446 (16.16%)\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": 109,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:38.960130Z",
     "start_time": "2024-05-26T00:24:37.323369Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T17:58:53.922084Z",
     "iopub.status.busy": "2024-10-27T17:58:53.921934Z",
     "iopub.status.idle": "2024-10-27T18:00:23.522884Z",
     "shell.execute_reply": "2024-10-27T18:00:23.522281Z",
     "shell.execute_reply.started": "2024-10-27T17:58:53.922069Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request_ids: 4,717,481\n",
      "Number of unique ids: 9,434,962\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": 110,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.332222Z",
     "start_time": "2024-05-26T00:24:43.166461Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:00:23.523651Z",
     "iopub.status.busy": "2024-10-27T18:00:23.523498Z",
     "iopub.status.idle": "2024-10-27T18:00:24.757181Z",
     "shell.execute_reply": "2024-10-27T18:00:24.756719Z",
     "shell.execute_reply.started": "2024-10-27T18:00:23.523636Z"
    }
   },
   "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": 111,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:00:24.757863Z",
     "iopub.status.busy": "2024-10-27T18:00:24.757718Z",
     "iopub.status.idle": "2024-10-27T18:05:46.687717Z",
     "shell.execute_reply": "2024-10-27T18:05:46.687120Z",
     "shell.execute_reply.started": "2024-10-27T18:00:24.757848Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of interesting clips: 9,434,962\n",
      "Unique request and clip counts in interesting_clips:\n",
      "Request IDs:    4,717,481\n",
      "Clip IDs:       9,434,962\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": 112,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:43.737067Z",
     "start_time": "2024-05-26T00:24:43.563216Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:05:46.688486Z",
     "iopub.status.busy": "2024-10-27T18:05:46.688332Z",
     "iopub.status.idle": "2024-10-27T18:05:48.237826Z",
     "shell.execute_reply": "2024-10-27T18:05:48.237232Z",
     "shell.execute_reply.started": "2024-10-27T18:05:46.688470Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preference counts and fractions by batch index:\n",
      "--------------------------------------------------\n",
      "Batch Index: 0\n",
      "  Preference False: Count: 2,392,343 Fraction: 50.71%\n",
      "  Preference True: Count: 2,325,138 Fraction: 49.29%\n",
      "\n",
      "Batch Index: 1\n",
      "  Preference False: Count: 2,325,138 Fraction: 49.29%\n",
      "  Preference True: Count: 2,392,343 Fraction: 50.71%\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": 113,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.304573Z",
     "start_time": "2024-05-26T00:24:43.973218Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:05:48.238534Z",
     "iopub.status.busy": "2024-10-27T18:05:48.238381Z",
     "iopub.status.idle": "2024-10-27T18:05:50.315047Z",
     "shell.execute_reply": "2024-10-27T18:05:50.314496Z",
     "shell.execute_reply.started": "2024-10-27T18:05:48.238518Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 6889290 (73.02%)\n",
      "chirp-v3p5-engine-t-5: 1304106 (13.82%)\n",
      "chirp-v3p5-engine-upload-4: 511582 (5.42%)\n",
      "chirp-v3p5-engine-s-29: 436249 (4.62%)\n",
      "chirp-v3-engine-i: 141234 (1.50%)\n",
      "chirp-v2-xxl-alpha: 21520 (0.23%)\n",
      "chirp-v3p5-engine-fp8: 18824 (0.20%)\n",
      "chirp-v3p5-engine-b: 17902 (0.19%)\n",
      "chirp-v3p5-engine-t-3: 12023 (0.13%)\n",
      "chirp-v3p5-engine-s-29-2: 9625 (0.10%)\n",
      "chirp-v3p5-engine-short: 8424 (0.09%)\n",
      "chirp-v3p5-engine-t-5-8: 8330 (0.09%)\n",
      "chirp-v3p5-engine-t-5-11: 7572 (0.08%)\n",
      "chirp-v3p5-engine-t-5-10: 7001 (0.07%)\n",
      "chirp-v3p5-engine-t-5-9: 6953 (0.07%)\n",
      "chirp-v3p5-engine-s-29-3: 5372 (0.06%)\n",
      "chirp-v3p5-engine-t-5-7: 4628 (0.05%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 4361 (0.05%)\n",
      "chirp-v3p5-engine-t-5-3: 3835 (0.04%)\n",
      "chirp-v3p5-engine-s-29-1: 2980 (0.03%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 2803 (0.03%)\n",
      "chirp-v3p5-engine-ft-1: 2482 (0.03%)\n",
      "chirp-v3p5-engine-t-5-1: 2019 (0.02%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 1977 (0.02%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 1697 (0.02%)\n",
      "chirp-v3p5-engine-t-5-5: 1296 (0.01%)\n",
      "chirp-v3p5-engine-t-5-4: 877 (0.01%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(interesting_clips, \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:44.533983Z",
     "start_time": "2024-05-26T00:24:44.305722Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:05:50.315762Z",
     "iopub.status.busy": "2024-10-27T18:05:50.315613Z",
     "iopub.status.idle": "2024-10-27T18:05:50.739236Z",
     "shell.execute_reply": "2024-10-27T18:05:50.738656Z",
     "shell.execute_reply.started": "2024-10-27T18:05:50.315747Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time Validation:\n",
      "--------------------\n",
      "Interesting Clips:\n",
      "  Earliest: 2024-10-09 15:20:00.052733+00:00\n",
      "  Latest:   2024-10-27 07:41:10.281896+00:00\n",
      "\n",
      "All Clips:\n",
      "  Earliest: 2024-10-09 15:20:00.018041+00:00\n",
      "  Latest:   2024-10-27 07:41:47.226077+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": 115,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:50.674838Z",
     "start_time": "2024-05-26T00:24:46.366677Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:05:50.739984Z",
     "iopub.status.busy": "2024-10-27T18:05:50.739825Z",
     "iopub.status.idle": "2024-10-27T18:06:38.557745Z",
     "shell.execute_reply": "2024-10-27T18:06:38.557123Z",
     "shell.execute_reply.started": "2024-10-27T18:05:50.739969Z"
    }
   },
   "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": 116,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:51.600621Z",
     "start_time": "2024-05-26T00:24:50.676186Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:06:38.558526Z",
     "iopub.status.busy": "2024-10-27T18:06:38.558375Z",
     "iopub.status.idle": "2024-10-27T18:06:52.268343Z",
     "shell.execute_reply": "2024-10-27T18:06:52.267735Z",
     "shell.execute_reply.started": "2024-10-27T18:06:38.558511Z"
    }
   },
   "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             4.03% ± 0.04%\n",
      "chirp-v3-5|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              4.18% ± 0.02%\n",
      "chirp-v3.5                     nan% ± nan%\n",
      "chirp-v3p5-engine-b            0.25% ± 0.00%\n",
      "chirp-v3p5-engine-fp8          5.26% ± 0.05%\n",
      "chirp-v3p5-engine-ft-1         4.72% ± 0.13%\n",
      "chirp-v3p5-engine-s-29         6.51% ± 0.01%\n",
      "chirp-v3p5-engine-s-29-1       6.70% ± 0.16%\n",
      "chirp-v3p5-engine-s-29-2       7.71% ± 0.10%\n",
      "chirp-v3p5-engine-s-29-3       7.85% ± 0.13%\n",
      "chirp-v3p5-engine-s-8          5.32% ± 0.00%\n",
      "chirp-v3p5-engine-short        5.76% ± 0.09%\n",
      "chirp-v3p5-engine-t-3          9.19% ± 0.12%\n",
      "chirp-v3p5-engine-t-5          8.44% ± 0.01%\n",
      "chirp-v3p5-engine-t-5-1        7.83% ± 0.24%\n",
      "chirp-v3p5-engine-t-5-1-b40    7.76% ± 0.26%\n",
      "chirp-v3p5-engine-t-5-10       8.22% ± 0.13%\n",
      "chirp-v3p5-engine-t-5-11       8.71% ± 0.13%\n",
      "chirp-v3p5-engine-t-5-2-b40    7.88% ± 0.24%\n",
      "chirp-v3p5-engine-t-5-3        7.12% ± 0.16%\n",
      "chirp-v3p5-engine-t-5-4        7.42% ± 0.34%\n",
      "chirp-v3p5-engine-t-5-5        7.68% ± 0.29%\n",
      "chirp-v3p5-engine-t-5-5-b40    7.93% ± 0.21%\n",
      "chirp-v3p5-engine-t-5-6-b40    8.59% ± 0.17%\n",
      "chirp-v3p5-engine-t-5-7        8.03% ± 0.16%\n",
      "chirp-v3p5-engine-t-5-8        8.26% ± 0.12%\n",
      "chirp-v3p5-engine-t-5-9        8.79% ± 0.14%\n",
      "chirp-v3p5-engine-upload-4     6.99% ± 0.01%\n",
      "suno-v3                        nan% ± nan%\n"
     ]
    }
   ],
   "source": [
    "# Calculate the ratio of preferred clips to total clips for each model\n",
    "clip_df_model_counts = clip_df[\"model_name\"].value_counts()\n",
    "preference_ratio = (\n",
    "    interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n",
    "    / clip_df_model_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_counts[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:56.302599Z",
     "start_time": "2024-05-26T00:24:51.601863Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:06:52.269080Z",
     "iopub.status.busy": "2024-10-27T18:06:52.268923Z",
     "iopub.status.idle": "2024-10-27T18:07:55.731705Z",
     "shell.execute_reply": "2024-10-27T18:07:55.731124Z",
     "shell.execute_reply.started": "2024-10-27T18:06:52.269064Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len pos models: 4717481\n",
      "differing counts: 108153\n",
      "chirp-v2-xxl-alpha_win_over_chirp-v2-xxl-alpha, win ratio 1.000, (1.000, 1.000), counts 10760, total 10760.\n",
      "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, (1.000, 1.000), counts 70617, total 70617.\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 8951, total 8951.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-fp8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-s-8, win ratio 0.489, (0.481, 0.496), counts 9195, total 18822.\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, (1.000, 1.000), counts 1241, total 1241.\n",
      "chirp-v3p5-engine-s-29-1_win_over_chirp-v3p5-engine-s-29, win ratio 0.516, (0.498, 0.534), counts 1538, total 2980.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29, win ratio 0.521, (0.508, 0.534), counts 3057, total 5866.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29-2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.628, (0.612, 0.643), counts 2359, total 3757.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29, win ratio 0.528, (0.510, 0.547), counts 1421, total 2689.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.648, (0.630, 0.666), counts 1737, total 2679.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 209344, total 209344.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-1, win ratio 0.484, (0.466, 0.502), counts 1442, total 2980.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.479, (0.466, 0.492), counts 2809, total 5866.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.472, (0.453, 0.490), counts 1268, total 2689.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-8, win ratio 0.625, (0.613, 0.637), counts 3766, total 6026.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-fp8, win ratio 0.511, (0.504, 0.519), counts 9627, total 18822.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29, win ratio 0.375, (0.363, 0.387), counts 2260, total 6026.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.372, (0.357, 0.388), counts 1398, total 3757.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.352, (0.334, 0.370), counts 942, total 2679.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 3429001, total 3429001.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, (1.000, 1.000), counts 4212, total 4212.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.473, (0.464, 0.482), counts 5674, total 11991.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.476, 0.523), counts 848, total 1697.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.506, 0.529), counts 3621, total 6999.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5-10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.498, 0.520), counts 3855, total 7572.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.486, (0.464, 0.508), counts 980, total 2017.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5-1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.491, (0.469, 0.513), counts 970, total 1975.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.489, (0.474, 0.505), counts 1877, total 3835.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.499, (0.466, 0.533), counts 438, total 877.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.488, (0.470, 0.507), counts 1369, total 2803.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.486, (0.459, 0.513), counts 630, total 1296.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.502, 0.532), counts 2253, total 4359.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.508, (0.494, 0.523), counts 2353, total 4628.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.521, (0.510, 0.531), counts 4337, total 8330.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.519, (0.507, 0.531), counts 3606, total 6951.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5-9, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.527, (0.518, 0.536), counts 6317, total 11991.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 619386, total 619386.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.514, (0.492, 0.536), counts 1037, total 2017.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.500, (0.477, 0.524), counts 849, total 1697.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.483, (0.471, 0.494), counts 3378, total 6999.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.491, (0.480, 0.502), counts 3717, total 7572.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.509, (0.487, 0.531), counts 1005, total 1975.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.511, (0.495, 0.526), counts 1958, total 3835.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.501, (0.467, 0.534), counts 439, total 877.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.514, (0.487, 0.541), counts 666, total 1296.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.512, (0.493, 0.530), counts 1434, total 2803.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.483, (0.468, 0.498), counts 2106, total 4359.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.492, (0.477, 0.506), counts 2275, total 4628.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.479, (0.469, 0.490), counts 3993, total 8330.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.481, (0.469, 0.493), counts 3345, total 6951.\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 255791, total 255791.\n",
      "tournament players: ['chirp-v3p5-engine-fp8', 'chirp-v3p5-engine-s-29', 'chirp-v3p5-engine-s-29-1', 'chirp-v3p5-engine-s-29-2', 'chirp-v3p5-engine-s-29-3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:04<00:00, 232.93it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-fp8: 929.4, (-164, 2099)\n",
      "chirp-v3p5-engine-s-29: 1022.7, (-70, 2196)\n",
      "chirp-v3p5-engine-s-29-1: 1033.9, (-61, 2205)\n",
      "chirp-v3p5-engine-s-29-2: 1034.0, (-60, 2205)\n",
      "chirp-v3p5-engine-s-29-3: 1043.1, (-52, 2213)\n",
      "chirp-v3p5-engine-s-8: 937.4, (-156, 2110)\n",
      "chirp-v3p5-engine-t-3: 981.1, (516, 1422)\n",
      "chirp-v3p5-engine-t-5: 999.8, (534, 1439)\n",
      "chirp-v3p5-engine-t-5-1: 989.9, (528, 1428)\n",
      "chirp-v3p5-engine-t-5-1-b40: 999.6, (530, 1440)\n",
      "chirp-v3p5-engine-t-5-10: 1011.8, (543, 1452)\n",
      "chirp-v3p5-engine-t-5-11: 1006.1, (536, 1443)\n",
      "chirp-v3p5-engine-t-5-2-b40: 993.6, (528, 1435)\n",
      "chirp-v3p5-engine-t-5-3: 992.4, (523, 1437)\n",
      "chirp-v3p5-engine-t-5-4: 999.3, (532, 1443)\n",
      "chirp-v3p5-engine-t-5-5: 990.2, (521, 1430)\n",
      "chirp-v3p5-engine-t-5-5-b40: 991.7, (522, 1431)\n",
      "chirp-v3p5-engine-t-5-6-b40: 1011.5, (547, 1452)\n",
      "chirp-v3p5-engine-t-5-7: 1005.6, (539, 1446)\n",
      "chirp-v3p5-engine-t-5-8: 1014.1, (546, 1457)\n",
      "chirp-v3p5-engine-t-5-9: 1012.8, (545, 1455)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preference_counts(interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:57.443236Z",
     "start_time": "2024-05-26T00:24:56.306473Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:07:55.732503Z",
     "iopub.status.busy": "2024-10-27T18:07:55.732344Z",
     "iopub.status.idle": "2024-10-27T18:07:58.647264Z",
     "shell.execute_reply": "2024-10-27T18:07:58.646739Z",
     "shell.execute_reply.started": "2024-10-27T18:07:55.732486Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<__array_function__ internals>:180: RuntimeWarning: Converting input from bool to <class 'numpy.uint8'> for compatibility.\n"
     ]
    },
    {
     "data": {
      "image/png": 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EGwAAAAAAQMkQbAAAAAAAACVDsAEAAAAAAJQMwQYAAAAAAFAyBBsAAAAAAEDJEGwAAAAAAAAlQ7ABAAAAAACUDMEGAAAAAABQMgQbAAAAAABAyRBsAAAAAAAAJUOwAQAAAAAAlIwWxS6gKfTt2zdbbLFFCoVCttpqq9x0003FLgkAAAAAAGgGG0WwkSS33nprtthii2KXAQAAAAAANCNTUQEAAAAAACWj6MHGtGnTMnLkyPTp0ycVFRWZMmXKaudMnDgxffv2TY8ePXLMMcdkxowZq51z4oknZtCgQbnnnnvWR9kAAAAAAEARFD3YqK6uTkVFRc4///w1Hp88eXLGjBmTUaNGZdKkSenSpUuGDx+eqqqqunNuueWW3HXXXfn5z3+e6667Ls8+++z6Kh8AAAAAAFiPih5sVFZW5rTTTsvBBx+8xuPjx4/P4MGDM2jQoHTu3DmjR49Oq1atcuedd9ads+222yZJOnXqlAMPPDB//etf10vtAAAAAADA+lX0YGNdli9fnlmzZqV37951+wqFQnr37p3p06cneWfEx5IlS5IkS5cuzeOPP57OnTsXpV4AAAAAAKB5tSh2Aevy5ptvZuXKlenQoUO9/R06dMicOXOSJFVVVRk1alSSpKamJsccc0x69uy53msFAAAAAACa3wYdbDTEzjvvbMFwAAAAAADYRGzQU1G1b98+5eXl9RYKT94ZpdGxY8ciVQUAAAAAABTLBh1stGzZMt26dcvUqVPr9tXU1GTq1Knp1atXESsDAAAAAACKoehTUS1dujRz586t2543b15mz56dtm3bZocddsiwYcNy9tlnp3v37unZs2cmTJiQZcuWZeDAgUWsGgAAAAAAKIaiBxszZ87M0KFD67bHjBmTJBkwYEAuvvji9O/fPwsWLMjYsWMzf/78dO3aNTfccIOpqAAAAAAAYBNU9GBjv/32y3PPPbfOc4YMGZIhQ4asp4oAAAAAAIAN1Qa9xgYAAAAAAMC7CTYAAAAAAICSIdgAAAAAAABKhmADAAAAAAAoGYINAAAAAACgZAg2AAAAAACAkiHYAAAAAAAASoZgAwAAAAAAKBmCDQAAAAAAoGQINgAAAAAAgJIh2AAAAAAAAEqGYAMAAAAAACgZgg0AAAAAAKBkCDYAAAAAAICSIdgAAAAAAABKhmADAAAAAAAoGYINAAAAAACgZAg2AAAAAACAkiHYAAAAAAAASoZgAwAAAAAAKBmCDQAAAAAAoGQINgAAAAAAgJIh2AAAAAAAAEqGYAMAAAAAACgZgg0AAAAAAKBkCDYAAAAAAICSIdgAAAAAAABKhmADAAAAAAAoGYINAAAAAACgZAg2AAAAAACAkiHYAAAAAAAASoZgAwAAAAAAKBmNDjZmzZqV5557rm57ypQpOeWUU3L55Zdn+fLlTVocAACw8dNjAAAAjdHoYOP73/9+Xn755STJ3//+95x++unZfPPNc//99+fHP/5xU9cHAABs5PQYAABAYzQ62Hj55ZfTtWvXJMl9992XfffdN5dddlnGjBmTP/zhD01eIAAAsHHTYwAAAI3R6GCjtrY2NTU1SZKpU6fmwAMPTJJsv/32efPNN5u2OgAAYKOnxwAAABqj0cFG9+7d8/Of/zx33313pk2bls985jNJknnz5qVjx45NXR8AALCR02MAAACN0ehg47zzzstf//rX/OAHP8jIkSOzyy67JEkeeOCB9OrVq8kLBAAANm56DAAAoDFaNPYFXbp0yb333rva/rPOOiuFQqNzEgAAYBOnxwAAABqj0cHGKs8880xefPHFJMkee+yRHj16NFlRAADApkePAQAANESjg41//vOfOf300/P0009nq622SpIsXrw4vXr1yk9/+tNst912TV4kAACw8dJjAAAAjdHocd3f+c53smLFikyePDlPPPFEnnjiiUyePDm1tbX5zne+0xw1AgAAGzE9BgAA0BiNHrExbdq03Hrrrdl9993r9u2+++757ne/mxNOOKFJiwMAADZ+egwAAKAxGj1iY/vtt8+KFStW219TU5NOnTo1SVEAAMCmQ48BAAA0RqODjW9/+9v5wQ9+kGeeeaZu3zPPPJMf/ehHOfvss5u0OAAAYOOnxwAAABqj0VNRnXvuuVm2bFkGDx6c8vLyJMnKlStTXl6e8847L+edd17duU888UTTVQoAAGyU9BgAAEBjNDrYeHdTAQAA8GHpMQAAgMZodLAxYMCA5qgDAADYRG1oPUbfvn2zxRZbpFAoZKuttspNN91U7JIAAIB3aVCwsWTJkrRp06bu7+uy6jwAAIC12dB7jFtvvTVbbLHFen9fAADg/TUo2Nh3333zyCOPpEOHDtlnn31SVla22jm1tbUpKyvL7Nmzm7xIAABg46LHAAAAPqgGBRsTJkxI27ZtkyS/+tWvmrUgAABg49dcPca0adMybty4zJw5M/Pnz8/VV1+dfv361Ttn4sSJGTduXObPn58uXbrke9/7Xnr27FnvnBNPPDFlZWX50pe+lCOPPLLJ6gMAAD68BgUbn/rUp9b4dwAAgA+iuXqM6urqVFRUZNCgQTn11FNXOz558uSMGTMmo0ePzl577ZUJEyZk+PDhuf/++9OhQ4ckyS233JJtt902r7/+eoYNG5Y999wzXbp0abIaAQCAD6dBwcazzz7b4At64AcAAN5Pc/UYlZWVqaysXOvx8ePHZ/DgwRk0aFCSZPTo0XnooYdy5513ZsSIEUmSbbfdNknSqVOnHHjggfnrX/+qzwEAgA1Ig4KNo446KmVlZamtrV3neea/BQAAGqIYPcby5csza9asnHzyyXX7CoVCevfunenTpyd5Z8RHTU1N2rRpk6VLl+bxxx/PYYcd1iTvDwAANI0GBRt//OMfm7sOAABgE1KMHuPNN9/MypUr66acWqVDhw6ZM2dOkqSqqiqjRo1KktTU1OSYY45Zbf0NAACguBoUbOy4447NXQcAALAJ2VB7jJ133jn33HNPscsAAADWodDYF1x33XW54447Vtt/xx135Be/+EWTFAUAAGw61leP0b59+5SXl6eqqqre/qqqqnTs2LHJ3gcAAGhejQ42brvttuy+++6r7f/Yxz6WW2+9tUmKAgAANh3rq8do2bJlunXrlqlTp9btq6mpydSpU9OrV68mex8AAKB5NTrYmD9/frbZZpvV9m+99daZP39+kxT1QSxbtiwHHXRQLrnkkqLVAAAANF5T9hhLly7N7Nmz6xYcnzdvXmbPnp3XXnstSTJs2LDcfvvtmTRpUl588cVccMEFWbZsWQYOHPjhPwgAALBeNGiNjXfbfvvt8/TTT2fnnXeut/+pp55Kp06dmqywxrr22muz1157Fe39AQCAD6Ype4yZM2dm6NChddtjxoxJkgwYMCAXX3xx+vfvnwULFmTs2LGZP39+unbtmhtuuMFUVAAAUEIaHWwcc8wxueiii7JixYp8+tOfTpJMnTo1P/7xj/PlL3+5yQtsiJdffjlz5szJQQcdlOeff74oNQAAAB9MU/YY++23X5577rl1njNkyJAMGTLkA9cLAAAUV6ODja985StZuHBhRo8enf/85z9Jko985CP5yle+kpNPPrnRBUybNi3jxo3LzJkzM3/+/Fx99dXp169fvXMmTpyYcePGZf78+enSpUu+973vpWfPnnXHL7nkkpx11lmZPn16o98fAAAorqbuMQAAgI1bo4ONsrKyfPvb384pp5ySF198Ma1atcquu+6ali1bfqACqqurU1FRkUGDBuXUU09d7fjkyZMzZsyYjB49OnvttVcmTJiQ4cOH5/7770+HDh0yZcqU7Lrrrtltt90EGwAAUIKauscAAAA2bo0ONlbZYost6o2a+KAqKytTWVm51uPjx4/P4MGDM2jQoCTJ6NGj89BDD+XOO+/MiBEj8pe//CWTJ0/OAw88kKVLl2bFihXZYost1hiSAAAAG66m6jEAAICN2wcONtaH5cuXZ9asWfWGnxcKhfTu3btudMYZZ5yRM844I0ly11135fnnnxdqAAAAAADARqpQ7ALW5c0338zKlSvToUOHevs7dOiQN954o0hVAQAAAAAAxbJBj9horIEDBxa7BAAAAAAAoBk1aMTGgAEDsmjRoiTJVVddlWXLljVrUau0b98+5eXlqaqqqre/qqoqHTt2XC81AAAATa9YPQYAAFD6GhRsvPjii3WNxtVXX53q6upmLWqVli1bplu3bpk6dWrdvpqamkydOjW9evVaLzUAAABNr1g9BgAAUPoaNBVV165dc+655+aTn/xkamtrM27cuLRu3XqN5zZ24e6lS5dm7ty5ddvz5s3L7Nmz07Zt2+ywww4ZNmxYzj777HTv3j09e/bMhAkTsmzZMtNOAQBACWvOHgMAANi4NSjYGDNmTK688so8+OCDKSsry8MPP5zy8vLVzisrK2t00zFz5swMHTq03nsl7wxNv/jii9O/f/8sWLAgY8eOzfz589O1a9fccMMNpqICAIAS1pw9BgAAsHFrULCx++6756c//WmSpEuXLrnxxhvToUOHJilgv/32y3PPPbfOc4YMGZIhQ4Y0yfsBAADF15w9BgAAsHFrULDxbs8++2xz1AEAAGyi9BgAAEBjNDrYSJK5c+dmwoQJefHFF5MknTt3ztChQ/PRj360SYsDAAA2DXoMAACgoQqNfcHDDz+c/v37Z8aMGamoqEhFRUX+8pe/5PDDD8+jjz7aHDUCAAAbMT0GAADQGI0esXHZZZflpJNOyplnnllv/09+8pP85Cc/yQEHHNBkxQEAABs/PQYAANAYjR6x8eKLL+boo49ebf+gQYPywgsvNElRAADApkOPAQAANEajg42tt946s2fPXm3/7Nmz06FDhyYpCgAA2HToMQAAgMZo9FRUxxxzTL7//e/n73//e/bee+8kydNPP53rr78+J510UlPXBwAAbOT0GAAAQGM0OtgYNWpU2rRpk1/+8pe5/PLLkySdOnXKqaeemqFDhzZ5gQAAwMZNjwEAADRGo4ONsrKynHTSSTnppJOyZMmSJEmbNm2avDAAAGDToMcAAAAao9HBxrtpNgAAgKakxwAAAN5PoxcPBwAAAAAAKBbBBgAAAAAAUDIEGwAAAAAAQMloVLDxn//8J1/60pfy8ssvN1M5AADApkSPAQAANFajgo3NNtsszz33XHPVAgAAbGL0GAAAQGM1eiqqI488MnfccUdz1AIAAGyC9BgAAEBjtGjsC1auXJlbbrkljz32WLp3757NN9+83vFzzz23yYoDAAA2fnoMAACgMRodbPztb3/Lxz/+8STJSy+9VO9YWVlZ01QFAABsMvQYAABAYzQ62Ljpppuaow4AAGATpccAAAAao9FrbKzyyiuv5OGHH87bb7+dJKmtrW2yogAAgE2PHgMAAGiIRo/YePPNN/Otb30rjz/+eMrKyvKHP/whO++8c84777y0bds255xzTnPUCQAAbKT0GAAAQGM0esTGmDFj0qJFizz00ENp1apV3f7+/fvn4YcfbtLiAACAjZ8eAwAAaIxGj9h49NFHM27cuGy33Xb19u+666557bXXmqwwAABg06DHAAAAGqPRIzaqq6vrfYtqlYULF6Zly5ZNUhQAALDp0GMAAACN0ehgY5999sndd99db19NTU1uuOGG7Lfffk1VFwAAsInQY8DqCoWytGhRaJY/hUJZsT8eAMCH0uipqL797W/npJNOysyZM/Of//wnP/7xj/PCCy9k0aJFueWWW5qjRgAAYCOmx4D6CoWytG3XOi3KG/1dxAZZsbImixZWp6amtlmuDwDQ3BodbOy555554IEHcvPNN2eLLbZIdXV1Dj744Jxwwgnp1KlTc9QIAABsxPQYUF+hUJYW5YV889bpeeH1JU167c6d2uSKY3ulUCgTbAAAJavRwUaSbLnllvna177W1LUAAACbKD0GrO6F15dk1muLi10GAMAG5wMFG4sWLcodd9yRF198MUnSuXPnDBw4MO3atWvK2gAAgE2EHgMAAGioRk/YOW3atPTt2zc33XRTFi9enMWLF+emm27KZz/72UybNq05agQAADZiegwAAKAxGj1i48ILL0z//v1zwQUXpLy8PEmycuXKjB49OhdeeGHuvffeJi8SAADYeOkxAACAxmj0iI1XXnklw4YNq2s4kqS8vDwnnXRSXnnllSYtDgAA2PjpMQAAgMZodLDx8Y9/PHPmzFlt/5w5c9KlS5cmKQoAANh06DEAAIDGaNBUVM8++2zd34cOHZof/ehHeeWVV7LXXnslSf7yl79k4sSJOfPMM5unSgAAYKOixwAAAD6oBgUbRx11VMrKylJbW1u378c//vFq551xxhnp379/01UHAABslPQYAADAB9WgYOOPf/xjc9cBAABsQvQYAADAB9WgYGPHHXds7joAAIBNiB4DAAD4oBoUbLzXv/71rzz11FNZsGBBampq6h0bOnRokxQGAABsOvQYAABAQzU62Ljrrrvy/e9/P5tttlnat29f71hZWZmmAwAAaBQ9BgAA0BiNDjauuOKKjBo1KieffHIKhUJz1AQAAGxC9BgAAEBjNLprePvtt3P44YdrOAAAgCahxwAAABqj0Z3DoEGDcv/99zdHLQAAwCZIjwEAADRGo6eiOuOMM3LyySfn4Ycfzp577pkWLepf4txzz22y4gAAgI2fHgMAAGiMRgcb1113XR555JHstttuqx0rKytrkqIAAIBNhx4DAABojEYHG+PHj89FF12UgQMHNkc9AADAJkaPAQAANEaj19ho2bJl9t577+aoBQAA2ATpMQAAgMZodLAxdOjQ3Hzzzc1RCwAAsAnSYwAAAI3R6KmoZsyYkf/5n//Jgw8+mI997GOrLex31VVXNVlxAADAxk+PAQAANEajg42tttoqn/vc55qjFgAAYBOkxwAAABqj0cHGmDFjmqMOAABgE6XHAAAAGqPRa2wAAAAAAAAUS6NHbPTt2zdlZWVrPf7HP/7xQxUEAABsWvQYAABAYzQ62PjSl75Ub3vFihX561//mkceeSTDhw9vssIAAIBNgx4DAABojA8dbKwyceLEzJw580MXBAAAbFr0GAAAQGM02RobBx54YB544IGmuhwAALCJ02MAAABr0mTBxv3335927do11eUAAIBNnB4DAABYk0ZPRXXUUUfVW9ivtrY2b7zxRhYsWJDzzz+/SYsDAAA2fnoMAACgMRodbPTr16/edllZWbbeeut86lOfyh577NFkhQEAAJsGPQYAANAYjQ42Tj311Oao4wNbvHhxTjrppKxcuTIrV67M0KFDM3jw4GKXBQAANNCG1mMAAAAbtkYHGxuaLbbYIhMnTszmm2+e6urqfP7zn8/BBx+c9u3bF7s0AAAAAACgiTU42OjSpUu9eW/XpKysLH/9618/dFGNUV5ens033zxJsnz58iTvzMkLAABs2DbUHgMAANiwNTjYuOqqq9Z67H//939z0003paamptEFTJs2LePGjcvMmTMzf/78XH311avNsTtx4sSMGzcu8+fPT5cuXfK9730vPXv2rDu+ePHiDBkyJK+88krOOuusbL311o2uAwAAWL+aq8cAAAA2bg0ONt4bNiTJnDlzctlll+XBBx/MEUcckW984xuNLqC6ujoVFRUZNGjQGufWnTx5csaMGZPRo0dnr732yoQJEzJ8+PDcf//96dChQ5Jkq622yj333JM33ngjp556ag455JB07Nix0bUAAADrT3P1GAAAwMbtA62x8a9//StXXnll7r777vTp0yd333139txzzw9UQGVlZSorK9d6fPz48Rk8eHAGDRqUJBk9enQeeuih3HnnnRkxYkS9czt27JguXbrkySefzKGHHvqB6gEAANa/puwxAACAjVujgo233nor1157bW6++eZ07do1N954Y/bZZ5/mqi3Lly/PrFmzcvLJJ9ftKxQK6d27d6ZPn54keeONN9KqVau0adMmb731Vp588skcd9xxzVYTAADQdNZ3jwEAAJS+Bgcb119/fW644YZ07Ngxl1122RqHjTe1N998MytXrqybcmqVDh06ZM6cOUmS1157Ld/73vdSW1ub2traDBkyJBUVFc1eGwAA8OEUo8cAAABKX4ODjcsuuyytWrXKRz/60dx99925++6713jeuhYAbA49e/bMb3/72/X6ngAAwIe3ofYYAADAhq3BwcZRRx2VsrKy5qxlNe3bt095eXmqqqrq7a+qqrI4OAAAlLhi9BgAAEDpa3CwcfHFFzdnHWvUsmXLdOvWLVOnTq0bll5TU5OpU6dmyJAh670eAACg6RSjxwAAAEpfoxYPbw5Lly7N3Llz67bnzZuX2bNnp23bttlhhx0ybNiwnH322enevXt69uyZCRMmZNmyZRk4cGARqwYAAAAAAIqh6MHGzJkzM3To0LrtMWPGJEkGDBiQiy++OP3798+CBQsyduzYzJ8/P127dq1bYBAAAAAAANi0FD3Y2G+//fLcc8+t85whQ4aYegoAAAAAAEih2AUAAAAAAAA0lGADAAAAAAAoGYINAAAAAACgZAg2AAAAAACAkiHYAAAAAAAASkaLYhcAAAAAsC6FQlkKhbJmuXZNTW1qamqb5doAQPMQbAAAAAAbrEKhLG3btU6L8uaZdGLFyposWlgt3ACAEiLYAAAAADZYhUJZWpQX8s1bp+eF15c06bU7d2qTK47tlUKhTLABACVEsAEAAABs8F54fUlmvba42GUAABsAi4cDAAAAAAAlQ7ABAAAAAACUDMEGAAAAAABQMgQbAAAA77Fs2bIcdNBBueSSS4pdCgAA8B6CDQAAgPe49tprs9deexW7DAAAYA0EGwAAAO/y8ssvZ86cOTnwwAOLXQoAALAGgg0AAGCjMW3atIwcOTJ9+vRJRUVFpkyZsto5EydOTN++fdOjR48cc8wxmTFjRr3jl1xySU4//fT1VTIAANBIgg0AAGCjUV1dnYqKipx//vlrPD558uSMGTMmo0aNyqRJk9KlS5cMHz48VVVVSZIpU6Zk1113zW677bY+ywYAABqhRbELAAAAaCqVlZWprKxc6/Hx48dn8ODBGTRoUJJk9OjReeihh3LnnXdmxIgR+ctf/pLJkyfngQceyNKlS7NixYpsscUWOfXUU9fXRwAAAN6HYAMAANgkLF++PLNmzcrJJ59ct69QKKR3796ZPn16kuSMM87IGWeckSS566678vzzzws1AABgA2MqKgAAYJPw5ptvZuXKlenQoUO9/R06dMgbb7xRpKoAAIDGMmIDAABgDQYOHFjsEgAAgDUwYgMAANgktG/fPuXl5XULha9SVVWVjh07FqkqAACgsQQbAADAJqFly5bp1q1bpk6dWrevpqYmU6dOTa9evYpYGQAA0BimogIAADYaS5cuzdy5c+u2582bl9mzZ6dt27bZYYcdMmzYsJx99tnp3r17evbsmQkTJmTZsmWmnQIAgBIi2AAAADYaM2fOzNChQ+u2x4wZkyQZMGBALr744vTv3z8LFizI2LFjM3/+/HTt2jU33HCDqagAAKCECDYAAICNxn777ZfnnntunecMGTIkQ4YMWU8VAQAATc0aGwAAAAAAQMkQbAAAAAAAACVDsAEAAAAAAJQMwQYAAAAAAFAyBBsAAAAAAEDJEGwAAAAAAAAlQ7ABAAAAAACUDMEGAAAAAABQMgQbAAAAAABAyRBsAAAAAAAAJUOwAQAAAAAAlAzBBgAAAAAAUDIEGwAAAAAAQMkQbAAAAAAAACVDsAEAAAAAAJQMwQYAAAAAAFAyBBsAAAAAAEDJaFHsAgAAAABouEKhLIVCWbNcu6amNjU1tc1ybQBoKoINAAAAgBJRKJSlbbvWaVHePJNwrFhZk0ULq4UbAGzQBBsAAAAAJaJQKEuL8kK+eev0vPD6kia9dudObXLFsb1SKJQJNgDYoAk2AAAAAErMC68vyazXFhe7DAAoCouHAwAAAAAAJUOwAQAAAAAAlAz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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": 119,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:58.153310Z",
     "start_time": "2024-05-26T00:24:57.858363Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:07:58.648010Z",
     "iopub.status.busy": "2024-10-27T18:07:58.647858Z",
     "iopub.status.idle": "2024-10-27T18:07:58.668519Z",
     "shell.execute_reply": "2024-10-27T18:07:58.668052Z",
     "shell.execute_reply.started": "2024-10-27T18:07:58.647994Z"
    }
   },
   "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": 120,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:58.890520Z",
     "start_time": "2024-05-26T00:24:58.154350Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:07:58.669269Z",
     "iopub.status.busy": "2024-10-27T18:07:58.669120Z",
     "iopub.status.idle": "2024-10-27T18:09:28.221047Z",
     "shell.execute_reply": "2024-10-27T18:09:28.220459Z",
     "shell.execute_reply.started": "2024-10-27T18:07:58.669255Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clips in interesting_clips:\n",
      "9,434,962\n",
      "Number of clips in user_interesting_clips:\n",
      "8,802,226\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|chirp-v3-0          nan% ± nan%\n",
      "chirp-v3-engine-i              nan% ± nan%\n",
      "chirp-v3.5                     nan% ± nan%\n",
      "chirp-v3p5-engine-b            0.17% ± 0.00%\n",
      "chirp-v3p5-engine-fp8          4.91% ± 0.05%\n",
      "chirp-v3p5-engine-ft-1         4.40% ± 0.13%\n",
      "chirp-v3p5-engine-s-29         6.20% ± 0.01%\n",
      "chirp-v3p5-engine-s-29-1       6.39% ± 0.16%\n",
      "chirp-v3p5-engine-s-29-2       7.36% ± 0.10%\n",
      "chirp-v3p5-engine-s-29-3       7.48% ± 0.13%\n",
      "chirp-v3p5-engine-s-8          5.03% ± 0.00%\n",
      "chirp-v3p5-engine-short        4.63% ± 0.08%\n",
      "chirp-v3p5-engine-t-3          8.97% ± 0.11%\n",
      "chirp-v3p5-engine-t-5          8.13% ± 0.01%\n",
      "chirp-v3p5-engine-t-5-1        7.56% ± 0.24%\n",
      "chirp-v3p5-engine-t-5-1-b40    7.50% ± 0.25%\n",
      "chirp-v3p5-engine-t-5-10       7.93% ± 0.13%\n",
      "chirp-v3p5-engine-t-5-11       8.38% ± 0.13%\n",
      "chirp-v3p5-engine-t-5-2-b40    7.55% ± 0.24%\n",
      "chirp-v3p5-engine-t-5-3        6.85% ± 0.16%\n",
      "chirp-v3p5-engine-t-5-4        7.13% ± 0.34%\n",
      "chirp-v3p5-engine-t-5-5        7.33% ± 0.29%\n",
      "chirp-v3p5-engine-t-5-5-b40    7.69% ± 0.20%\n",
      "chirp-v3p5-engine-t-5-6-b40    8.32% ± 0.17%\n",
      "chirp-v3p5-engine-t-5-7        7.74% ± 0.16%\n",
      "chirp-v3p5-engine-t-5-8        7.94% ± 0.12%\n",
      "chirp-v3p5-engine-t-5-9        8.41% ± 0.14%\n",
      "chirp-v3p5-engine-upload-4     6.81% ± 0.01%\n",
      "suno-v3                        nan% ± nan%\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_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_counts[model]\n",
    "    uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n",
    "    print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:59.204547Z",
     "start_time": "2024-05-26T00:24:58.891851Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:09:28.221795Z",
     "iopub.status.busy": "2024-10-27T18:09:28.221642Z",
     "iopub.status.idle": "2024-10-27T18:09:29.957091Z",
     "shell.execute_reply": "2024-10-27T18:09:29.956591Z",
     "shell.execute_reply.started": "2024-10-27T18:09:28.221779Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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": 122,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:24:59.207707Z",
     "start_time": "2024-05-26T00:24:59.205659Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:09:29.957889Z",
     "iopub.status.busy": "2024-10-27T18:09:29.957664Z",
     "iopub.status.idle": "2024-10-27T18:09:35.881071Z",
     "shell.execute_reply": "2024-10-27T18:09:35.880482Z",
     "shell.execute_reply.started": "2024-10-27T18:09:29.957873Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Summary of user_interesting_clips:\n",
      "Total requests: 8,802,226\n",
      "Unique clips: 4,401,113\n",
      "Fraction of total clips: 9.77%\n",
      "Time Validation:\n",
      "Earliest timestamp: 2024-10-09 15:20:00.052733+00:00\n",
      "Latest timestamp:   2024-10-27 06:55:34.976307+00:00\n",
      "Earliest timestamp: 2024-10-09 15:20:03.431809+00:00\n",
      "Latest timestamp:   2024-10-27 06:55:08.265783+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": 123,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:09:35.881812Z",
     "iopub.status.busy": "2024-10-27T18:09:35.881658Z",
     "iopub.status.idle": "2024-10-27T18:09:35.902748Z",
     "shell.execute_reply": "2024-10-27T18:09:35.902285Z",
     "shell.execute_reply.started": "2024-10-27T18:09:35.881797Z"
    }
   },
   "outputs": [],
   "source": [
    "def parse_for_instrumental(x):\n",
    "    if \"make_instrumental\" not in x:\n",
    "        return False\n",
    "    out = x.get(\"make_instrumental\", False)\n",
    "    return out\n",
    "\n",
    "\n",
    "# from suno_analytics.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)\n",
    "# user_intersting_clips[\"is_instrumental\"] = user_intersting_clips[\"metadata\"].apply(parse_for_instrumental)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:00.893917Z",
     "start_time": "2024-05-26T00:25:00.485775Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:09:35.903362Z",
     "iopub.status.busy": "2024-10-27T18:09:35.903221Z",
     "iopub.status.idle": "2024-10-27T18:10:37.921810Z",
     "shell.execute_reply": "2024-10-27T18:10:37.921208Z",
     "shell.execute_reply.started": "2024-10-27T18:09:35.903347Z"
    }
   },
   "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\"])\n",
    "    # & user_intersting_clips[\"is_instrumental\"]\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": 125,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:01.140472Z",
     "start_time": "2024-05-26T00:25:00.895575Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:10:37.922609Z",
     "iopub.status.busy": "2024-10-27T18:10:37.922447Z",
     "iopub.status.idle": "2024-10-27T18:13:05.336851Z",
     "shell.execute_reply": "2024-10-27T18:13:05.336263Z",
     "shell.execute_reply.started": "2024-10-27T18:10:37.922593Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8802226, 54)\n",
      "Model Name Value Counts and Fractions:\n",
      "chirp-v3p5-engine-s-8: 6513630 (74.00%)\n",
      "chirp-v3p5-engine-t-5: 1010467 (11.48%)\n",
      "chirp-v3p5-engine-upload-4: 497930 (5.66%)\n",
      "chirp-v3p5-engine-s-29: 415161 (4.72%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 58293 (0.66%)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 57886 (0.66%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 57827 (0.66%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 57722 (0.66%)\n",
      "chirp-v3p5-engine-fp8: 17588 (0.20%)\n",
      "chirp-v3p5-engine-b: 12274 (0.14%)\n",
      "chirp-v3p5-engine-t-3: 11706 (0.13%)\n",
      "chirp-v3p5-engine-s-29-2: 9155 (0.10%)\n",
      "chirp-v3p5-engine-t-5-8: 7998 (0.09%)\n",
      "chirp-v3p5-engine-t-5-11: 7284 (0.08%)\n",
      "chirp-v3p5-engine-short: 6772 (0.08%)\n",
      "chirp-v3p5-engine-t-5-10: 6740 (0.08%)\n",
      "chirp-v3p5-engine-t-5-9: 6678 (0.08%)\n",
      "chirp-v3p5-engine-s-29-3: 5086 (0.06%)\n",
      "chirp-v3p5-engine-t-5-7: 4456 (0.05%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 4211 (0.05%)\n",
      "chirp-v3p5-engine-t-5-3: 3685 (0.04%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 3658 (0.04%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 3612 (0.04%)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 3504 (0.04%)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 3497 (0.04%)\n",
      "chirp-v3p5-engine-s-29-1: 2836 (0.03%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 2706 (0.03%)\n",
      "chirp-v3p5-engine-ft-1: 2314 (0.03%)\n",
      "chirp-v3p5-engine-t-5-1: 1942 (0.02%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 1896 (0.02%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 1629 (0.02%)\n",
      "chirp-v3p5-engine-t-5-5: 1245 (0.01%)\n",
      "chirp-v3p5-engine-t-5-4: 837 (0.01%)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1 (0.00%)\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\") or model_name.startswith(\n",
    "        \"chirp-v3p5-engine-s\"\n",
    "    ):\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": 188,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.009450Z",
     "start_time": "2024-05-26T00:25:01.523515Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T20:49:42.167014Z",
     "iopub.status.busy": "2024-10-27T20:49:42.166666Z",
     "iopub.status.idle": "2024-10-27T20:50:46.625465Z",
     "shell.execute_reply": "2024-10-27T20:50:46.624869Z",
     "shell.execute_reply.started": "2024-10-27T20:49:42.166996Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "len pos models: 4401113\n",
      "differing counts: 349294\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 6137, total 6137.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-fp8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-s-8, win ratio 0.488, (0.481, 0.496), counts 8590, total 17586.\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, (1.000, 1.000), counts 1157, total 1157.\n",
      "chirp-v3p5-engine-s-29-1_win_over_chirp-v3p5-engine-s-29, win ratio 0.518, (0.499, 0.536), counts 1468, total 2836.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29, win ratio 0.522, (0.509, 0.536), counts 2909, total 5568.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29-2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.631, (0.615, 0.646), counts 2261, total 3585.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29, win ratio 0.529, (0.509, 0.548), counts 1348, total 2550.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.656, (0.637, 0.675), counts 1661, total 2532.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 199237, total 199237.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-1, win ratio 0.482, (0.464, 0.501), counts 1368, total 2836.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.478, (0.464, 0.491), counts 2659, total 5568.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.471, (0.452, 0.491), counts 1202, total 2550.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-8, win ratio 0.630, (0.618, 0.643), counts 3613, total 5733.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-fp8, win ratio 0.512, (0.504, 0.519), counts 8996, total 17586.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29, win ratio 0.370, (0.357, 0.382), counts 2120, total 5733.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.369, (0.354, 0.385), counts 1324, total 3585.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.344, (0.325, 0.363), counts 871, total 2532.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 3242095, total 3242095.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-short_win_over_chirp-v3p5-engine-short, win ratio 1.000, (1.000, 1.000), counts 3386, total 3386.\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.475, (0.465, 0.484), counts 5538, total 11670.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.503, (0.478, 0.527), counts 819, total 1629.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.518, (0.507, 0.530), counts 3493, total 6737.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5-10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.498, 0.521), counts 3708, total 7284.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.488, (0.465, 0.510), counts 946, total 1940.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5-1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.468, 0.513), counts 929, total 1894.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.474, 0.506), counts 1805, total 3684.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.503, (0.469, 0.537), counts 421, total 837.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.472, 0.509), counts 1327, total 2706.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.483, (0.455, 0.510), counts 601, total 1245.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.518, (0.503, 0.534), counts 2182, total 4209.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.495, 0.524), counts 2269, total 4456.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.521, (0.510, 0.532), counts 4166, total 7997.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.505, 0.529), counts 3450, total 6678.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.523, (0.518, 0.527), counts 30237, total 57867.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.667, (0.289, 1.044), counts 4, total 6.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.488, (0.472, 0.505), counts 1707, total 3495.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.531, (0.527, 0.535), counts 30669, total 57803.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5-10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.333, (-0.044, 0.711), counts 2, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.515, (0.498, 0.531), counts 1803, total 3504.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.525, (0.521, 0.529), counts 30569, total 58275.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5-8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.800, (0.449, 1.151), counts 4, total 5.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.511, (0.495, 0.527), counts 1845, total 3611.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.513, 0.521), counts 29809, total 57699.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.200, (-0.151, 0.551), counts 1, total 5.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 7, total 7.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.496, (0.480, 0.513), counts 1814, total 3654.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.525, (0.516, 0.535), counts 6132, total 11670.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 350794, total 350794.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.512, (0.490, 0.535), counts 994, total 1940.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.497, (0.473, 0.522), counts 810, total 1629.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.482, (0.470, 0.493), counts 3244, total 6737.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.491, (0.479, 0.502), counts 3576, total 7284.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.510, (0.487, 0.532), counts 965, total 1894.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.510, (0.494, 0.526), counts 1879, total 3684.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.497, (0.463, 0.531), counts 416, total 837.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.517, (0.490, 0.545), counts 644, total 1245.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.510, (0.491, 0.528), counts 1379, total 2706.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.482, (0.466, 0.497), counts 2027, total 4209.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.491, (0.476, 0.505), counts 2187, total 4456.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.479, (0.468, 0.490), counts 3831, total 7997.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.483, (0.471, 0.495), counts 3228, total 6678.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.477, (0.473, 0.482), counts 27630, total 57867.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 0.512, (0.495, 0.528), counts 1788, total 3495.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.469, (0.465, 0.473), counts 27134, total 57803.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 0.485, (0.469, 0.502), counts 1701, total 3504.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.475, (0.471, 0.479), counts 27706, total 58275.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 0.489, (0.473, 0.505), counts 1766, total 3611.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.483, (0.479, 0.487), counts 27890, total 57699.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 0.504, (0.487, 0.520), counts 1840, total 3654.\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 248965, total 248965.\n",
      "tournament players: ['chirp-v3p5-engine-fp8', 'chirp-v3p5-engine-s-29', 'chirp-v3p5-engine-s-29-1', 'chirp-v3p5-engine-s-29-2', 'chirp-v3p5-engine-s-29-3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 183.84it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-fp8: 926.7, (782, 1524)\n",
      "chirp-v3p5-engine-s-29: 1023.5, (877, 1625)\n",
      "chirp-v3p5-engine-s-29-1: 1035.8, (882, 1645)\n",
      "chirp-v3p5-engine-s-29-2: 1034.8, (895, 1631)\n",
      "chirp-v3p5-engine-s-29-3: 1045.0, (898, 1642)\n",
      "chirp-v3p5-engine-s-8: 934.7, (792, 1536)\n",
      "chirp-v3p5-engine-t-3: 978.8, (724, 986)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1000.8, (1000, 4202)\n",
      "chirp-v3p5-engine-t-5: 996.4, (744, 999)\n",
      "chirp-v3p5-engine-t-5-1: 987.7, (737, 1005)\n",
      "chirp-v3p5-engine-t-5-1-b40: 998.3, (747, 1016)\n",
      "chirp-v3p5-engine-t-5-10: 1009.2, (759, 1018)\n",
      "chirp-v3p5-engine-t-5-11: 1002.7, (750, 1012)\n",
      "chirp-v3p5-engine-t-5-2-b40: 989.7, (733, 1006)\n",
      "chirp-v3p5-engine-t-5-3: 989.5, (734, 1002)\n",
      "chirp-v3p5-engine-t-5-4: 998.4, (750, 1023)\n",
      "chirp-v3p5-engine-t-5-5: 984.4, (736, 1005)\n",
      "chirp-v3p5-engine-t-5-5-b40: 989.7, (739, 1004)\n",
      "chirp-v3p5-engine-t-5-6-b40: 1009.2, (751, 1021)\n",
      "chirp-v3p5-engine-t-5-7: 1002.8, (754, 1014)\n",
      "chirp-v3p5-engine-t-5-8: 1010.9, (758, 1019)\n",
      "chirp-v3p5-engine-t-5-9: 1007.9, (755, 1016)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 1012.0, (758, 1016)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 988.3, (740, 1001)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1017.6, (765, 1022)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 1006.5, (753, 1018)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1013.5, (760, 1018)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 1003.9, (752, 1016)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1007.9, (756, 1012)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 993.7, (738, 1006)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_preference_counts(user_intersting_clips_3p5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.332947Z",
     "start_time": "2024-05-26T00:25:02.010694Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T20:50:46.626534Z",
     "iopub.status.busy": "2024-10-27T20:50:46.626365Z",
     "iopub.status.idle": "2024-10-27T20:51:55.329056Z",
     "shell.execute_reply": "2024-10-27T20:51:55.328464Z",
     "shell.execute_reply.started": "2024-10-27T20:50:46.626519Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "first gen\n",
      "len pos models: 3298300\n",
      "differing counts: 60364\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 5097, total 5097.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-fp8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-s-8, win ratio 0.487, (0.479, 0.494), counts 7661, total 15741.\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, (1.000, 1.000), counts 1022, total 1022.\n",
      "chirp-v3p5-engine-s-29-1_win_over_chirp-v3p5-engine-s-29, win ratio 0.523, (0.504, 0.543), counts 1334, total 2550.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29, win ratio 0.525, (0.511, 0.539), counts 2635, total 5019.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29-2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.633, (0.616, 0.649), counts 2057, total 3250.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29, win ratio 0.536, (0.515, 0.557), counts 1212, total 2261.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29-3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.658, (0.638, 0.677), counts 1492, total 2269.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 179307, total 179307.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-1, win ratio 0.477, (0.457, 0.496), counts 1216, total 2550.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.475, (0.461, 0.489), counts 2384, total 5019.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.464, (0.443, 0.485), counts 1049, total 2261.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-8, win ratio 0.634, (0.621, 0.647), counts 3288, total 5183.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-fp8, win ratio 0.513, (0.506, 0.521), counts 8080, total 15741.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29, win ratio 0.366, (0.353, 0.379), counts 1895, total 5183.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.367, (0.351, 0.384), counts 1193, total 3250.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.342, (0.323, 0.362), counts 777, total 2269.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 2896995, total 2896995.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.569, (0.492, 0.645), counts 91, total 160.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.513, (0.475, 0.552), counts 329, total 641.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.520, (0.500, 0.541), counts 1170, total 2248.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.493, (0.471, 0.515), counts 961, total 1950.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.453, 0.527), counts 345, total 704.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.491, (0.454, 0.527), counts 362, total 738.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.496, (0.471, 0.522), counts 738, total 1487.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.479, (0.428, 0.531), counts 173, total 361.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.502, (0.471, 0.533), counts 509, total 1014.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.469, (0.424, 0.514), counts 222, total 473.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.522, (0.497, 0.546), counts 861, total 1651.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.510, (0.487, 0.533), counts 949, total 1861.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.514, (0.497, 0.532), counts 1635, total 3179.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.526, (0.503, 0.548), counts 1015, total 1931.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.521, (0.494, 0.548), counts 684, total 1314.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.364, (0.163, 0.565), counts 8, total 22.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.575, (0.549, 0.601), counts 798, total 1388.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.625, (0.388, 0.862), counts 10, total 16.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.562, (0.536, 0.587), counts 821, total 1462.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.412, (0.178, 0.646), counts 7, total 17.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.572, (0.546, 0.597), counts 831, total 1453.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.529, (0.292, 0.767), counts 9, total 17.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-s-8, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.431, (0.355, 0.508), counts 69, total 160.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 155508, total 155508.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.510, (0.473, 0.547), counts 359, total 704.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.487, (0.448, 0.525), counts 312, total 641.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.480, (0.459, 0.500), counts 1078, total 2248.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.507, (0.485, 0.529), counts 989, total 1950.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.509, (0.473, 0.546), counts 376, total 738.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.504, (0.478, 0.529), counts 749, total 1487.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.521, (0.469, 0.572), counts 188, total 361.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.531, (0.486, 0.576), counts 251, total 473.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.498, (0.467, 0.529), counts 505, total 1014.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.478, (0.454, 0.503), counts 790, total 1651.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.490, (0.467, 0.513), counts 912, total 1861.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.486, (0.468, 0.503), counts 1544, total 3179.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.474, (0.452, 0.497), counts 916, total 1931.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.479, (0.452, 0.506), counts 630, total 1314.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 0.636, (0.435, 0.837), counts 14, total 22.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.425, (0.399, 0.451), counts 590, total 1388.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 0.375, (0.138, 0.612), counts 6, total 16.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.438, (0.413, 0.464), counts 641, total 1462.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 0.588, (0.354, 0.822), counts 10, total 17.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.428, (0.403, 0.454), counts 622, total 1453.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 0.471, (0.233, 0.708), counts 8, total 17.\n",
      "tournament players: ['chirp-v3p5-engine-fp8', 'chirp-v3p5-engine-s-29', 'chirp-v3p5-engine-s-29-1', 'chirp-v3p5-engine-s-29-2', 'chirp-v3p5-engine-s-29-3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:15<00:00, 66.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-fp8: 970.9, (246, 1741)\n",
      "chirp-v3p5-engine-s-29: 1070.4, (353, 1832)\n",
      "chirp-v3p5-engine-s-29-1: 1086.5, (363, 1845)\n",
      "chirp-v3p5-engine-s-29-2: 1082.9, (361, 1847)\n",
      "chirp-v3p5-engine-s-29-3: 1094.5, (380, 1857)\n",
      "chirp-v3p5-engine-s-8: 980.1, (260, 1746)\n",
      "chirp-v3p5-engine-t-3: 1028.0, (813, 1221)\n",
      "chirp-v3p5-engine-t-5: 979.8, (781, 1170)\n",
      "chirp-v3p5-engine-t-5-1: 972.8, (773, 1161)\n",
      "chirp-v3p5-engine-t-5-1-b40: 988.9, (785, 1178)\n",
      "chirp-v3p5-engine-t-5-10: 994.0, (794, 1187)\n",
      "chirp-v3p5-engine-t-5-11: 974.8, (779, 1163)\n",
      "chirp-v3p5-engine-t-5-2-b40: 973.2, (773, 1161)\n",
      "chirp-v3p5-engine-t-5-3: 977.1, (780, 1169)\n",
      "chirp-v3p5-engine-t-5-4: 965.3, (764, 1161)\n",
      "chirp-v3p5-engine-t-5-5: 958.4, (757, 1153)\n",
      "chirp-v3p5-engine-t-5-5-b40: 981.1, (779, 1178)\n",
      "chirp-v3p5-engine-t-5-6-b40: 994.7, (798, 1185)\n",
      "chirp-v3p5-engine-t-5-7: 986.7, (786, 1178)\n",
      "chirp-v3p5-engine-t-5-8: 989.7, (788, 1183)\n",
      "chirp-v3p5-engine-t-5-9: 997.6, (796, 1191)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 994.1, (792, 1188)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 884.6, (614, 1103)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1032.2, (832, 1221)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 1074.6, (813, 1362)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1022.7, (821, 1215)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 915.8, (640, 1149)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1030.1, (833, 1224)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 998.5, (754, 1268)\n"
     ]
    },
    {
     "data": {
      "image/png": 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7nWCSpbnQ4kZLepZ6aHGjxY0WN0stlliaCy1utNhnbS6WemhBtmNhHkCK888/X3PnztXq1au9TgEahWg05nWCSZbmQosbLelZ6qHFjRY3WtwstVhiaS60uNFin7W5WOqhBdmOF38FkOKQQw7Rcccdp/POO0/Dhg1T9+7dVVxcLJ8v9cVO+vbt60EhkF0KCoKqqgp5nWGOpbnQ4kZLepZ6aHGjxY0WN0stlliaCy1utNhnbS6WemhBtmNhHkCKCy64QD6fT7FYTA899JBzQT5u1apVGSwDstNuvsQaNUtzocWNlvQs9dDiRosbLW6WWiyxNBda3Gixz9pcLPXQgmzHwjyAFJdccsluF+MBAAAAAAAA7D0W5gGkuOyyy7xOAAAAAAAAALIWL/4KIMWiRYu0YcOG3d5n48aNWrRoUYaKgOxWVRX2OsEkS3OhxY2W9Cz10OJGixstbpZaLLE0F1rcaLHP2lws9dCCbMfCPIAUI0aM0Jw5c3Z7n2effVYjRozIUBGQ3WKxmNcJJlmaCy1utKRnqYcWN1rcaHGz1GKJpbnQ4kaLfdbmYqmHFmQ7FuYBpPg2P3Ci0SjXoQfqSWFh0OsEkyzNhRY3WtKz1EOLGy1utLhZarHE0lxocaPFPmtzsdRDC7IdC/MA9sqaNWvUtGlTrzMAAAAAAACA/Q4v/gpAknTdddclvf3aa69p/fr1KfeLRqPauHGjFi9erJNOOilTeQAAAAAAAEDWYGEegCTpmWeeSfzZ5/Np1apVWrVqlfO+Pp9P3bt3T1nMBwAAAAAAAPDNWJgHIGnHGfLSjuvLDx48WCNHjnS+uGtOTo6aNWumwsLCTCcCWauyMuR1gkmW5kKLGy3pWeqhxY0WN1rcLLVYYmkutLjRYp+1uVjqoQXZjoV5AJKkdu3aJf48adIkHXnkkUnbADQcn8/3rV50ubGxNBda3GhJz1IPLW60uNHiZqnFEktzocWNFvuszcVSDy3Idrz4K4AUQ4YMUUlJScr2WCymTz/9VBs3bvSgCsheBQW5XieYZGkutLjRkp6lHlrcaHGjxc1SiyWW5kKLGy32WZuLpR5akO1YmAeQ4uWXX9bYsWO1devWxLZ169bphz/8oU4//XR95zvf0VVXXaXa2loPKwEAAAAAAID9EwvzAFL89a9/1apVq9S8efPEtkmTJunDDz9Uv3791LVrV/3jH//Q008/7WElAAAAAAAAsH9iYR5AitWrV6tHjx6JtysqKvTGG2/ojDPO0MMPP6wnn3xSnTp1YmEeqCdcqtDN0lxocaMlPUs9tLjR4kaLm6UWSyzNhRY3WuyzNhdLPbQg27EwDyDF1q1bVVxcnHh7yZIlikQiOvPMMyVJubm5GjBggNauXetVIpBVqqpCXieYZGkutLjRkp6lHlrcaHGjxc1SiyWW5kKLGy32WZuLpR5akO1YmAeQoqioSFu2bEm8/c4778jv96tPnz6JbYFAQFVVVR7UAdnH7/d5nWCSpbnQ4kZLepZ6aHGjxY0WN0stlliaCy1utNhnbS6WemhBtmNhHkCKww8/XPPmzdPmzZu1bds2/f3vf9fRRx+ddM35DRs2qGXLlnv8vhctWqRf/vKXGjhwoLp27apXX3017X3Hjx+vrl276uGHH07avmXLFl199dU65phj1KdPH11//fXavn170n3ef/99DR8+XN27d9egQYM0Y8aMPW4FMiU/P9frBJMszYUWN1rSs9RDixstbrS4WWqxxNJcaHGjxT5rc7HUQwuyHQvzAFJccMEF+vLLLzVo0CCdfPLJKi0t1U9+8pOk+yxfvlwlJSV7/L4rKyvVtWtX3XTTTbu93yuvvKLly5froIMOSrnt17/+tVavXq2HHnpI06dP1+LFizV+/PjE7RUVFRo1apTatm2rOXPmaOzYsZo2bZoef/zxPe4FAAAAAAAA6lvA6wAA9nzve9/T+PHj9dRTT0mSzjzzTA0dOjRx+8KFC1VRUaETTzxxj9/3oEGDNGjQoN3e54svvtDEiRM1c+ZMXXjhhUm3ffTRR3rrrbf01FNPqXv37pKkcePGacyYMRo7dqxat26t5557TuFwWLfddpuCwaA6d+6sVatW6aGHHtKwYcP2uBkAAAAAAACoTyzMA3AaPny4hg8f7rztuOOO06JFixrk40ajUV1zzTUaNWqUOnfunHL70qVL1axZs8SivCQNGDBAfr9fK1as0He/+10tW7ZMffr0UTAYTNxn4MCBmjFjhrZu3Zp0SR7Agmg05nWCSZbmQosbLelZ6qHFjRY3WtwstVhiaS60uNFin7W5WOqhBdmOhXkAKaZNm6Z+/fqpb9++ae+zePFivf3227r00kvr9WPPmDFDgUBAI0aMcN5eVlamAw88MGlbIBBQ8+bNVVpamrhP+/btk+5TXFycuG1PF+YLCnYu8EcitQqFahUM5igQyElsD4drFQ7XKi8voJycnVcJC4UiikSiys/PTXqxmOrqsKLRmAoKgvLt8hoyVVVhxWIxFRbu/JiSVFkZks/nU0HBzuvaxWI7Xhne7/clXe8uGo2pujqsQMCf2J6fn6u8vIBqaiLKzc1Rbu7O9kzt064thYXBvd6nYHDnj67a2uhe7VPu1+8j3uL1cfL7fYn3tbf7VB/HKS4+l33Zp/o4TnVn7OVxikRqk96Pl8epujpcb597+3qcqqvD5r7v1cfnHsep8RwnSWb2SZKZ4yTJzHHy+XxmPvdyc3M8f7wX36/4flg4ToWFQTPfIwoLg2YelxcWBs1834vvg9fHadfHvF4eJ9/X7zf+mNfr4+Tz+ZL6OU4792nXFo5T/e0T7GBhHkCKadOmSdJuF+YXLVqk++67r14X5leuXKlZs2Zpzpw58vns/NCoqgopVufJ8VBoxw/EumpqIs73UV0ddm6vqgo5t1dWpm6PxWLO7dGoe3skEk183OrqcKIt/kO7robep11b4r17s0+RSOr2Pd2ncCiS0rJrY10NfZykyNf/36XRo+MU/zu7tnp1nOIPSF19Lg15nNK9Hy+OUyDgr7fPvX09ToGA38z3vUDAX2+fexynxnGcdrS42zN9nAKBHf+ItnCc4i0WjlMg4Ffs6wdhXh+n+Oeu5O1xin+M0NePZbw+TrvORfL2ONVt8fI41W3x8jjVbZG8O07RaCylxYvjFPv6Cci6j3m9Ok7hcOq/BSSOUzQaSyws74rjtHf75PNJTZrkOW+Hd3jxVwB7JRwOKycn55vvuAcWL16s8vJynXLKKTrqqKN01FFHaf369br99tv1ne98R9KOM983bdqU9PcikYi2bt2qVq1aJe5TVlaWdJ/42/Ez5wFLdj07AjtZmgstbrSkZ6mHFjda3Ghxs9RiiaW50OJGi33W5mKphxZkOz6rADjt7oz1UCikxYsXp1xSZl+dddZZGjBgQNK2UaNG6ayzzkq8+Gzv3r21bds2rVy5Ut26dZMkvf3224pGo+rRo4ckqVevXpoyZYrC4bByc3f8mtj8+fN12GGHcX15AAAAAAAAeI6FeQCSpFNPPTXp7T//+c+aM2dOyv2i0ag2b96smpoa/ehHP9rjj7N9+3atXbs28fa6deu0atUqNW/eXG3btlWLFi2S7p+bm6vi4mIdfvjhkqROnTrpxBNP1I033qgJEyYoHA5r4sSJOvPMM9W6dWtJ0g9+8APdd999uuGGGzR69Gh9+OGHmjVrlq677ro97gUAAAAAAADqGwvzACQpcf1OaeeLbMXqXlhdO15o9YgjjtDxxx+viy++eI8/zsqVK5Ne2HXSpEmSpCFDhmjy5Mnf6n3cddddmjhxokaOHCm/36/TTjtN48aNS9zetGlTzZw5U7fccouGDh2qFi1a6OKLL9awYcP2uBfIhNra1GsVwtZcaHGjJT1LPbS40eJGi5ulFksszYUWN1rsszYXSz20INuxMA9AkjR37tzEn0tKSjRy5Mh6fWHXuH79+umDDz7Yq664Aw44QHffffdu/15JSYkeffTRPe4DvJDuRXoaO0tzocWNlvQs9dDiRosbLW6WWiyxNBda3Gixz9pcLPXQgmzHi78CSPHaa69p5MiRXmcAjUZubv2+kHK2sDQXWtxoSc9SDy1utLjR4mapxRJLc6HFjRb7rM3FUg8tyHYszANI0a5dOzVt2lSSFIlE9OGHH2rp0qX68MMPFYnwLDFQ33iQ52ZpLrS40ZKepR5a3Ghxo8XNUoslluZCixst9lmbi6UeWpDtuJQNAKctW7borrvu0t///nfV1NQktufn5+v73/++fvWrX6W8UCsAAAAAAACAb8bCPIAUW7Zs0bBhw7RmzRo1b95cxx57rA466CCVlpZq5cqVevLJJ7Vw4UI9/vjjOuCAA7zOBQAAAAAAAPYrLMwDSPGHP/xBa9as0ahRo3TJJZeosLAwcVtVVZX+8Ic/aMaMGZo+fbquvfZaD0uB/VNZRY3KtocSb+fm5igcrk28XdwkqOKiPC/STIlEar/5ThlCixst6VnqocWNFjda3Cy1WGJpLrS40WKftblY6qEF2Y6FeQApXnvtNR133HG65pprUm4rKCjQ1VdfreXLl+uVV15hYR7YC3NWbNSMBWvT3j66/6EaM6Bj5oKMCoXsPPilxY2W9Cz10OJGixstbpZaLLE0F1rcaLHP2lws9dCCbMfCPIAUX375pb7//e/v9j69e/fW0qVLM1QEZJehPdropE4tJUmfllfqxpc+0MTTu6pjyx2/nVLcJOhlnhnBYI6ZB8C0uNGSnqUeWtxocaPFzVKLJZbmQosbLfZZm4ulHlqQ7fxeBwCwp2nTplq/fv1u77N+/Xo1bdo0Q0VAdikuylNJ66Yqad00sRjfsWVhYhuXsdkhEMjxOiGBFjda0rPUQ4sbLW60uFlqscTSXGhxo8U+a3Ox1EMLsh0L8wBS9O3bV//4xz80f/585+0LFizQP/7xDx133HEZLgMAAAAAAAD2f1zKBkCKSy+9VG+88YZGjRqlQYMGqW/fvmrZsqXKy8u1cOFCvfnmm8rPz9cll1zidSoAAAAAAACw32FhHkCKzp0768EHH9R1112n119/Xa+//rp8Pp9isZgk6dBDD9WkSZPUuXNnj0sBZLNw2M41HGlxoyU9Sz20uNHiRoubpRZLLM2FFjda7LM2F0s9tCDbsTAPwKlPnz56+eWXtWTJEq1atUoVFRUqKirSkUceqWOPPVY+n8/rRABZztKDX1rcaEnPUg8tbrS40eJmqcUSS3OhxY0W+6zNxVIPLch2LMwDSMvn86lPnz7q06eP1ykAGqG8vIBqaiJeZ0iiJR1a0rPUQ4sbLW60uFlqscTSXGhxo8U+a3Ox1EMLsh0L8wB2KxKJ6JNPPkmcMX/YYYcpEOBbB4CGl5Nj5zXqaXGjJT1LPbS40eJGi5ulFksszYUWN1rsszYXSz20INuxugbAacuWLbrrrrv097//XTU1NYnt+fn5+v73v69f/epXatGihYeFAAAAAAAAwP6JhXkAKbZs2aJhw4ZpzZo1at68uY499lgddNBBKi0t1cqVK/Xkk09q4cKFevzxx3XAAQd4nQsAAAAAAADsV1iYB5DiD3/4g9asWaNRo0bpkksuUWFhYeK2qqoq/eEPf9CMGTM0ffp0XXvttR6WAshmoZCdazjS4kZLepZ6aHGjxY0WN0stlliaCy1utNhnbS6WemhBtuMCSQBSvPbaazruuON0zTXXJC3KS1JBQYGuvvpqHXfccXrllVc8KgTQGEQiUa8TEmhxoyU9Sz20uNHiRoubpRZLLM2FFjda7LM2F0s9tCDbsTAPIMWXX36p3r177/Y+vXv31pdffpmhIgCNUX5+rtcJCbS40ZKepR5a3Ghxo8XNUoslluZCixst9lmbi6UeWpDtWJgHkKJp06Zav379bu+zfv16NW3aNENFABojv9/ndUICLW60pGephxY3WtxocbPUYomludDiRot91uZiqYcWZDsW5gGk6Nu3r/7xj39o/vz5ztsXLFigf/zjHzruuOMyXAYAAAAAAADs/3jxVwApLr30Ur3xxhsaNWqUBg0apL59+6ply5YqLy/XwoUL9eabbyo/P1+XXHKJ16kAAAAAAADAfoeFeQApOnfurAcffFDXXXedXn/9db3++uvy+XyKxWKSpEMPPVSTJk1S586dPS4FkM2qq8NeJyTQ4kZLepZ6aHGjxY0WN0stlliaCy1utNhnbS6WemhBtmNhHoBTnz599PLLL2vJkiVatWqVKioqVFRUpCOPPFLHHnusfD6urwagYUWjMa8TEmhxoyU9Sz20uNHiRoubpRZLLM2FFjda7LM2F0s9tCDbsTAPIC2fz6c+ffqoT58+XqcAaIQKCoKqqgp5nSGJlnRoSc9SDy1utLjR4mapxRJLc6HFjRb7rM3FUg8tyHYszAPYrc2bN+v9999PnDFfUlKiFi1aeJ0FoBGw9Is5tLjRkp6lHlrcaHGjxc1SiyWW5kKLGy32WZuLpR5akO1YmAfgtG7dOv32t7/VG2+8kbi2vLTjLPqTTz5Z119/vdq3b+9hIQAAAAAAALB/YmEeQIq1a9fqJz/5icrLy9WhQwcdc8wxKi4uVllZmZYuXaq5c+dq+fLleuyxx3TIIYd4nQsAAAAAAADsV1iYB5Dirrvu0qZNmzRhwgSdd955SS/0GovF9Pjjj2vChAm68847NXXqVA9LAWSzqqqw1wkJtLjRkp6lHlrcaHGjxc1SiyWW5kKLGy32WZuLpR5akO1YmAeQYsGCBfrOd76jYcOGpdzm8/n04x//WG+88YYWLFjgQR2AxmLXy2h5jRY3WtKz1EOLGy1utLhZarHE0lxocaPFPmtzsdRDC7Kd3+sAAPbU1tbqiCOO2O19unTpotra2gwVAWiMCguDXick0OJGS3qWemhxo8WNFjdLLZZYmgstbrTYZ20ulnpoQbZjYR5AiqOPPlqrV6/e7X0+/PBDdevWLUNFAAAAAAAAQPZgYR5AiiuvvFJvvvmmnnzySeftjz/+uP71r3/pyiuvzGwYAAAAAAAAkAW4xjwATZs2LWVbv379NH78eP3pT3/SMccco+LiYpWVlek///mPPv30Uw0cOFALFizQMccc40ExAKCxK6uoUdn2UOLt/PxcVVfvfFGu4iZBFRfleZEGAAAAAN+IhXkAzoX5uE8++USffPJJyva33npL//rXv3TJJZc0ZBqARqyyMvTNd8oQWty8bJmzYqNmLFib9vbR/Q/VmAEdMxdUB8fJjRY3Wtxosc/SXGhxo8U+a3Ox1EMLsh0L8wA0a9YsrxMAIIXP51MsFvM6QxIt6XjZMrRHG53UqaUk6dPySt340geaeHpXdWxZKGnHGfNe4ji50eJGixst9lmaCy1utNhnbS6WemhBtmNhHoCOO+44rxMAIEVBQa6ZM1NocfOypbgoL+VSNR1bFqqkdVNPeuriOLnR4kaLGy32WZoLLW602GdtLpZ6aEG248VfAQAAAAAAAADIIBbmAQAAAAAAAADIIBbmAQCASZYu4UiLm6UWayzNhhY3WtxocbPUYomludDiRot91uZiqYcWZDsW5gEAgElVVXau4UiLm6UWayzNhhY3WtxocbPUYomludDiRot91uZiqYcWZDsW5gEAgEl+v8/rhARa3Cy1WGNpNrS40eJGi5ulFksszYUWN1rsszYXSz20INuxMA8AAEzKz8/1OiGBFjdLLdZYmg0tbrS40eJmqcUSS3OhxY0W+6zNxVIPLch2LMwDAAAAAAAAAJBBAa8DANhXVVWl559/Xh9//LF8Pp86deqk73//+8rPz/c6DQAAAAAAANjvsDAPYLdWrFihiy66SJs2bVKLFi0UCoVUUVGhe+65Rw888ICOPPJIrxMBZKloNOZ1QgItbpZarLE0G1rcaHGjxc1SiyWW5kKLGy32WZuLpR5akO24lA2A3br55pvVpUsXvf7665o/f74WL16sRx55RLFYTBMmTPA6D0AWq64Oe52QQIubpRZrLM2GFjda3Ghxs9RiiaW50OJGi33W5mKphxZkOxbmAUiSXnjhBef2Dz74QGPGjFHr1q0T24499lidccYZeu+99zKVB6ARCgS8e5hSVlGj97/4KvHfh2Xbk94uq6jxrM3LudRlqcUaS7OhxY0WN1rcLLVYYmkutLjRYp+1uVjqoQXZjkvZAJAk/eY3v9Hzzz+vCRMmJC3Ct27dWq+//rr69++f2FZZWal33nlHBx98sBepALJUWUWNyraHEm/n5+cmnZlS3CSo4qK8jLTMWbFRMxasTXv76P6HasyAjhlpsTSXuoLBgCKR0DffsRGyNBta3Ghxo8XNUoslluZCixst9lmbi6UeWpDtWJgHIEl65plnNG7cOJ1xxhn61a9+pZ/+9KeSpEsvvVTXX3+93nzzTZWUlCgUCmnx4sXaunWrbr/9do+rAWQTS4vhQ3u00UmdWkqSPi2v1I0vfaCJp3dVx5aFknYshmeKpbkAAAAAAOoHC/MAJEmdO3fWY489ptmzZ+vuu+/W888/r9/+9rcaOnSoOnbsqNmzZ+vTTz+VJA0cOFAjRoxQz549vY0GkFUsLYYXF+WlnIXesWWhSlo3zVhDnKW5WD57HwAAAAD2JyzMA0jw+XwaMWKEBg8erJtvvllnn322xowZo1/+8pf6/e9/73UegCxnaTHcEktz4ez9b6+2Nup1QgItbrS40eJmqcUSS3OhxY0W+6zNxVIPLch2LMwDSNG2bVs98MADev755zVp0iS99NJLuvXWW3XMMcfs8/tetGiRZs6cqZUrV6q0tFT33XefBg8eLEkKh8OaMmWK3nzzTX322WcqKirSgAEDdPXVVydd937Lli2aOHGi5s2bJ7/fr9NOO0033HCDmjRpkrjP+++/r1tuuUX//e9/deCBB+r888/X6NGj97kfABozS2fvW1dTE/E6IYEWN1rcaHGz1GKJpbnQ4kaLfdbmYqmHFmQ7XlIYQFo/+MEP9MILL6hbt246//zzNWHCBFVUVOzT+6ysrFTXrl110003pdxWXV2t9957TxdddJHmzJmjadOm6ZNPPtFFF12UdL9f//rXWr16tR566CFNnz5dixcv1vjx4xO3V1RUaNSoUWrbtq3mzJmjsWPHatq0aXr88cf3qR0AGrviojyVtG6qktZNE4vx8bP3S1o35TI2u8jNzfE6IYEWN1rcaHGz1GKJpbnQ4kaLfdbmYqmHFmQ7zpgHkPDuu+/qySef1MaNG9WmTRudd955Ouqoo3THHXfohz/8oW6++WbNnTtX48eP16mnnrpXH2PQoEEaNGiQ87amTZvqoYceStp244036kc/+pE2bNigtm3b6qOPPtJbb72lp556St27d5ckjRs3TmPGjNHYsWPVunVrPffccwqHw7rtttsUDAbVuXNnrVq1Sg899JCGDRu2V90AAOyJ3NwchcO1XmdIoiUdWtxocbPUYomludDiRot91uZiqYcWZDvOmAcgSZo7d67OO+88vfjii9q8ebNeeukl/ehHP9Lrr78uaccLvv7973/X//3f/+nyyy/XFVdcofLy8gbvqqiokM/nU7NmzSRJS5cuVbNmzRKL8pI0YMAA+f1+rVixQpK0bNky9enTR8HgzksqDBw4UJ988om2bt3a4M0AAAAAAADA7nDGPABJ0tSpU9WpUyc9+uijKioq0vbt2/WTn/xE99xzj04++WRJUn5+vq677jqdeeaZGjdunE4//XQtXLiwwZpqamp011136cwzz1RRUZEkqaysTAceeGDS/QKBgJo3b67S0tLEfdq3b590n+Li4sRtzZs336OOgoKdC/yRSK1CoVoFgzkKBHb+Kls4XKtwuFZ5eQHl5Ox8zjMUiigSiSo/P1d+vy+xvbo6rGg0poKCoHw7N6uqKqxYLKbCwuTrNFdWhuTz+VRQkJvYFotJVVUh+f0+5efv3B6NxlRdHVYg4E9sz8/PVV5eQDU1EeXm5iT9Gl6m9mnXlsLC4F7vUzC480dXbW10r/Y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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 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",
    "    & (user_intersting_clips_3p5[\"task\"] == \"\")\n",
    "].copy()\n",
    "if first_gen_slice_df.shape[0] > 0:\n",
    "    get_preference_counts(\n",
    "        first_gen_slice_df,\n",
    "        title_name=\"first generation\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:02.574659Z",
     "start_time": "2024-05-26T00:25:02.334214Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T20:51:55.329813Z",
     "iopub.status.busy": "2024-10-27T20:51:55.329662Z",
     "iopub.status.idle": "2024-10-27T20:52:17.342832Z",
     "shell.execute_reply": "2024-10-27T20:52:17.342052Z",
     "shell.execute_reply.started": "2024-10-27T20:51:55.329797Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is continue\n",
      "len pos models: 638579\n",
      "differing counts: 6420\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 657, total 657.\n",
      "chirp-v3p5-engine-fp8_win_over_chirp-v3p5-engine-s-8, win ratio 0.504, (0.481, 0.527), counts 929, total 1844.\n",
      "chirp-v3p5-engine-ft-1_win_over_chirp-v3p5-engine-ft-1, win ratio 1.000, (1.000, 1.000), counts 135, total 135.\n",
      "chirp-v3p5-engine-s-29-1_win_over_chirp-v3p5-engine-s-29, win ratio 0.469, (0.411, 0.526), counts 134, total 286.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-29, win ratio 0.499, (0.457, 0.541), counts 274, total 549.\n",
      "chirp-v3p5-engine-s-29-2_win_over_chirp-v3p5-engine-s-8, win ratio 0.609, (0.557, 0.661), counts 204, total 335.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-29, win ratio 0.471, (0.413, 0.528), counts 136, total 289.\n",
      "chirp-v3p5-engine-s-29-3_win_over_chirp-v3p5-engine-s-8, win ratio 0.643, (0.585, 0.701), counts 169, total 263.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 19827, total 19827.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-1, win ratio 0.531, (0.474, 0.589), counts 152, total 286.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.501, (0.459, 0.543), counts 275, total 549.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.529, (0.472, 0.587), counts 153, total 289.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-8, win ratio 0.591, (0.550, 0.632), counts 325, total 550.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-fp8, win ratio 0.496, (0.473, 0.519), counts 915, total 1844.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29, win ratio 0.409, (0.368, 0.450), counts 225, total 550.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-2, win ratio 0.391, (0.339, 0.443), counts 131, total 335.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-29-3, win ratio 0.357, (0.299, 0.415), counts 94, total 263.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 343591, total 343591.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.700, (0.416, 0.984), counts 7, total 10.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.561, (0.454, 0.668), counts 46, total 82.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.502, (0.440, 0.564), counts 126, total 251.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.477, (0.413, 0.540), counts 113, total 237.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.442, (0.342, 0.542), counts 42, total 95.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.462, (0.351, 0.572), counts 36, total 78.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.444, (0.366, 0.523), counts 68, total 153.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.485, (0.314, 0.655), counts 16, total 33.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.482, (0.391, 0.574), counts 55, total 114.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.404, (0.264, 0.545), counts 19, total 47.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.455, (0.381, 0.528), counts 80, total 176.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.494, (0.421, 0.568), counts 88, total 178.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.465, 0.568), counts 187, total 362.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.471, (0.406, 0.536), counts 106, total 225.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.582, (0.464, 0.700), counts 39, total 67.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.533, (0.407, 0.660), counts 32, total 60.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.600, (0.493, 0.707), counts 48, total 80.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.375, 0.644), counts 27, total 53.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.300, (0.016, 0.584), counts 3, total 10.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 18984, total 18984.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.558, (0.458, 0.658), counts 53, total 95.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.439, (0.332, 0.546), counts 36, total 82.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.498, (0.436, 0.560), counts 125, total 251.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.523, (0.460, 0.587), counts 124, total 237.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.538, (0.428, 0.649), counts 42, total 78.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.556, (0.477, 0.634), counts 85, total 153.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.515, (0.345, 0.686), counts 17, total 33.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.596, (0.455, 0.736), counts 28, total 47.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.518, (0.426, 0.609), counts 59, total 114.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.545, (0.472, 0.619), counts 96, total 176.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.506, (0.432, 0.579), counts 90, total 178.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.483, (0.432, 0.535), counts 175, total 362.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.529, (0.464, 0.594), counts 119, total 225.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.418, (0.300, 0.536), counts 28, total 67.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.467, (0.340, 0.593), counts 28, total 60.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.400, (0.293, 0.507), counts 32, total 80.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.491, (0.356, 0.625), counts 26, total 53.\n",
      "chirp-v3p5-engine-upload-4_win_over_chirp-v3p5-engine-upload-4, win ratio 1.000, (1.000, 1.000), counts 248965, total 248965.\n",
      "tournament players: ['chirp-v3p5-engine-fp8', 'chirp-v3p5-engine-s-29', 'chirp-v3p5-engine-s-29-1', 'chirp-v3p5-engine-s-29-2', 'chirp-v3p5-engine-s-29-3', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:12<00:00, 82.48it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-fp8: 955.0, (934, 975)\n",
      "chirp-v3p5-engine-s-29: 1028.5, (1014, 1043)\n",
      "chirp-v3p5-engine-s-29-1: 1006.5, (972, 1046)\n",
      "chirp-v3p5-engine-s-29-2: 1028.4, (1008, 1050)\n",
      "chirp-v3p5-engine-s-29-3: 1029.3, (1003, 1054)\n",
      "chirp-v3p5-engine-s-8: 952.4, (936, 967)\n",
      "chirp-v3p5-engine-t-3: 1249.6, (942, 7453)\n",
      "chirp-v3p5-engine-t-5: 1102.2, (734, 1216)\n",
      "chirp-v3p5-engine-t-5-1: 1061.8, (681, 1189)\n",
      "chirp-v3p5-engine-t-5-1-b40: 1144.9, (775, 1277)\n",
      "chirp-v3p5-engine-t-5-10: 1103.6, (740, 1226)\n",
      "chirp-v3p5-engine-t-5-11: 1086.1, (707, 1205)\n",
      "chirp-v3p5-engine-t-5-2-b40: 1075.5, (710, 1215)\n",
      "chirp-v3p5-engine-t-5-3: 1063.5, (690, 1181)\n",
      "chirp-v3p5-engine-t-5-4: 1091.8, (751, 1251)\n",
      "chirp-v3p5-engine-t-5-5: 1034.8, (673, 1181)\n",
      "chirp-v3p5-engine-t-5-5-b40: 1090.0, (725, 1209)\n",
      "chirp-v3p5-engine-t-5-6-b40: 1070.5, (722, 1191)\n",
      "chirp-v3p5-engine-t-5-7: 1098.3, (748, 1213)\n",
      "chirp-v3p5-engine-t-5-8: 1113.7, (753, 1234)\n",
      "chirp-v3p5-engine-t-5-9: 1082.1, (694, 1194)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 1159.8, (804, 1302)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1125.3, (776, 1258)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: -1035.8, (-2145, 1000)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1172.7, (796, 1313)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: -1035.8, (-2425, 1000)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1108.9, (743, 1250)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 3036.2, (1000, 4311)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is continue\")\n",
    "get_preference_counts(\n",
    "    user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"extend\")],\n",
    "    \"is extend\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:52:17.344187Z",
     "iopub.status.busy": "2024-10-27T20:52:17.343992Z",
     "iopub.status.idle": "2024-10-27T20:52:30.681460Z",
     "shell.execute_reply": "2024-10-27T20:52:30.680809Z",
     "shell.execute_reply.started": "2024-10-27T20:52:17.344169Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is cover\n",
      "len pos models: 396259\n",
      "differing counts: 243956\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 301, total 301.\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-3, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.465, (0.455, 0.475), counts 4709, total 10128.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.486, (0.451, 0.520), counts 388, total 799.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.517, (0.500, 0.533), counts 1899, total 3676.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.518, (0.503, 0.533), counts 2236, total 4319.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.487, (0.456, 0.518), counts 490, total 1006.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.458, 0.523), counts 436, total 889.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.494, (0.470, 0.517), counts 861, total 1744.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.530, (0.479, 0.581), counts 195, total 368.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.480, (0.454, 0.507), counts 650, total 1353.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.494, (0.455, 0.534), counts 302, total 611.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.514, (0.492, 0.536), counts 1043, total 2030.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.512, (0.490, 0.533), counts 1061, total 2073.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.518, (0.502, 0.534), counts 1950, total 3763.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.518, (0.503, 0.533), counts 2092, total 4038.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.528, (0.524, 0.533), counts 25722, total 48678.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.600, (0.171, 1.029), counts 3, total 5.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.491, 0.526), counts 1583, total 3113.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.536, (0.532, 0.541), counts 26011, total 48506.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5-10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.400, (-0.029, 0.829), counts 2, total 5.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.532, (0.515, 0.550), counts 1658, total 3115.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.530, (0.526, 0.535), counts 25927, total 48900.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5-8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.534, (0.517, 0.551), counts 1703, total 3189.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.521, (0.516, 0.525), counts 25190, total 48394.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.512, (0.495, 0.529), counts 1659, total 3240.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.535, (0.525, 0.545), counts 5419, total 10128.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 151965, total 151965.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.513, (0.482, 0.544), counts 516, total 1006.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.514, (0.480, 0.549), counts 411, total 799.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.483, (0.467, 0.500), counts 1777, total 3676.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.482, (0.467, 0.497), counts 2083, total 4319.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.510, (0.477, 0.542), counts 453, total 889.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.506, (0.483, 0.530), counts 883, total 1744.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.470, (0.419, 0.521), counts 173, total 368.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.506, (0.466, 0.545), counts 309, total 611.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.520, (0.493, 0.546), counts 703, total 1353.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.486, (0.464, 0.508), counts 987, total 2030.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.488, (0.467, 0.510), counts 1012, total 2073.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.482, (0.466, 0.498), counts 1813, total 3763.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.482, (0.467, 0.497), counts 1946, total 4038.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.472, (0.467, 0.476), counts 22956, total 48678.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 0.491, (0.474, 0.509), counts 1530, total 3113.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.464, (0.459, 0.468), counts 22495, total 48506.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 0.468, (0.450, 0.485), counts 1457, total 3115.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.470, (0.465, 0.474), counts 22973, total 48900.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 0.466, (0.449, 0.483), counts 1486, total 3189.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.479, (0.475, 0.484), counts 23204, total 48394.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 0.488, (0.471, 0.505), counts 1581, total 3240.\n",
      "tournament players: ['chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-3_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:06<00:00, 165.12it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-t-3: 968.9, (919, 976)\n",
      "chirp-v3p5-engine-t-3_s_max_t_12_tag_3: 1002.2, (1000, 2155)\n",
      "chirp-v3p5-engine-t-5: 993.1, (943, 996)\n",
      "chirp-v3p5-engine-t-5-1: 984.3, (928, 1004)\n",
      "chirp-v3p5-engine-t-5-1-b40: 983.1, (926, 1004)\n",
      "chirp-v3p5-engine-t-5-10: 1004.5, (953, 1015)\n",
      "chirp-v3p5-engine-t-5-11: 1005.4, (954, 1015)\n",
      "chirp-v3p5-engine-t-5-2-b40: 986.6, (928, 1005)\n",
      "chirp-v3p5-engine-t-5-3: 988.9, (935, 1003)\n",
      "chirp-v3p5-engine-t-5-4: 1013.9, (956, 1047)\n",
      "chirp-v3p5-engine-t-5-5: 989.0, (928, 1015)\n",
      "chirp-v3p5-engine-t-5-5-b40: 979.5, (926, 996)\n",
      "chirp-v3p5-engine-t-5-6-b40: 1002.7, (949, 1016)\n",
      "chirp-v3p5-engine-t-5-7: 1001.4, (947, 1015)\n",
      "chirp-v3p5-engine-t-5-8: 1005.7, (954, 1016)\n",
      "chirp-v3p5-engine-t-5-9: 1005.7, (954, 1016)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 1012.9, (963, 1017)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 999.1, (946, 1010)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1018.3, (968, 1022)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 1015.5, (962, 1027)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1014.2, (965, 1018)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 1016.7, (965, 1028)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1007.3, (958, 1012)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 1001.2, (948, 1013)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is cover\")\n",
    "get_preference_counts(\n",
    "    user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"cover\")],\n",
    "    \"is cover\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:52:30.682293Z",
     "iopub.status.busy": "2024-10-27T20:52:30.682127Z",
     "iopub.status.idle": "2024-10-27T20:52:42.128612Z",
     "shell.execute_reply": "2024-10-27T20:52:42.127976Z",
     "shell.execute_reply.started": "2024-10-27T20:52:30.682275Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is infill\n",
      "len pos models: 63782\n",
      "differing counts: 38054\n",
      "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 82, total 82.\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 102, total 102.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-fp8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1504, total 1504.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.533, (0.506, 0.560), counts 718, total 1347.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.520, (0.423, 0.617), counts 53, total 102.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.530, (0.488, 0.571), counts 295, total 557.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5-10, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.512, (0.477, 0.547), counts 397, total 775.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.511, (0.426, 0.596), counts 68, total 133.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5-1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.503, (0.431, 0.575), counts 93, total 185.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.460, (0.403, 0.518), counts 134, total 291.\n",
      "chirp-v3p5-engine-t-5-4_win_over_chirp-v3p5-engine-t-5, win ratio 0.493, (0.380, 0.606), counts 37, total 75.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.502, (0.436, 0.569), counts 110, total 219.\n",
      "chirp-v3p5-engine-t-5-5_win_over_chirp-v3p5-engine-t-5, win ratio 0.509, (0.417, 0.601), counts 58, total 114.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.563, (0.511, 0.615), counts 197, total 350.\n",
      "chirp-v3p5-engine-t-5-7_win_over_chirp-v3p5-engine-t-5, win ratio 0.497, (0.444, 0.550), counts 171, total 344.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.571, (0.534, 0.608), counts 391, total 685.\n",
      "chirp-v3p5-engine-t-5-9_win_over_chirp-v3p5-engine-t-5, win ratio 0.490, (0.445, 0.534), counts 237, total 484.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.484, (0.472, 0.495), counts 3728, total 7708.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.322, (0.273, 0.371), counts 114, total 354.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.487, (0.475, 0.498), counts 3768, total 7745.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.355, (0.306, 0.405), counts 129, total 363.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.481, (0.470, 0.492), counts 3721, total 7737.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.332, (0.285, 0.378), counts 132, total 398.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.481, (0.470, 0.492), counts 3702, total 7695.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.359, (0.311, 0.407), counts 140, total 390.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.467, (0.440, 0.494), counts 629, total 1347.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 24036, total 24036.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.489, (0.404, 0.574), counts 65, total 133.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.480, (0.383, 0.577), counts 49, total 102.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.470, (0.429, 0.512), counts 262, total 557.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.488, (0.453, 0.523), counts 378, total 775.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.497, (0.425, 0.569), counts 92, total 185.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.540, (0.482, 0.597), counts 157, total 291.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-4, win ratio 0.507, (0.394, 0.620), counts 38, total 75.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5, win ratio 0.491, (0.399, 0.583), counts 56, total 114.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.498, (0.431, 0.564), counts 109, total 219.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.437, (0.385, 0.489), counts 153, total 350.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-7, win ratio 0.503, (0.450, 0.556), counts 173, total 344.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.429, (0.392, 0.466), counts 294, total 685.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-9, win ratio 0.510, (0.466, 0.555), counts 247, total 484.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.516, (0.505, 0.528), counts 3980, total 7708.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 0.678, (0.629, 0.727), counts 240, total 354.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.513, (0.502, 0.525), counts 3977, total 7745.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 0.645, (0.595, 0.694), counts 234, total 363.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.519, (0.508, 0.530), counts 4016, total 7737.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 0.668, (0.622, 0.715), counts 266, total 398.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.519, (0.508, 0.530), counts 3993, total 7695.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 0.641, (0.593, 0.689), counts 250, total 390.\n",
      "tournament players: ['chirp-v3p5-engine-fp8', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-4', 'chirp-v3p5-engine-t-5-5', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-7', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5-9', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:08<00:00, 112.23it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-fp8: 529.2, (203, 1000)\n",
      "chirp-v3p5-engine-s-8: 1470.8, (1000, 1798)\n",
      "chirp-v3p5-engine-t-3: 1039.1, (1019, 1060)\n",
      "chirp-v3p5-engine-t-5: 1016.0, (1008, 1025)\n",
      "chirp-v3p5-engine-t-5-1: 1023.5, (964, 1081)\n",
      "chirp-v3p5-engine-t-5-1-b40: 1029.7, (961, 1100)\n",
      "chirp-v3p5-engine-t-5-10: 1036.6, (1008, 1067)\n",
      "chirp-v3p5-engine-t-5-11: 1024.5, (1001, 1049)\n",
      "chirp-v3p5-engine-t-5-2-b40: 1018.3, (969, 1070)\n",
      "chirp-v3p5-engine-t-5-3: 988.6, (949, 1028)\n",
      "chirp-v3p5-engine-t-5-4: 1010.3, (936, 1089)\n",
      "chirp-v3p5-engine-t-5-5: 1021.8, (957, 1081)\n",
      "chirp-v3p5-engine-t-5-5-b40: 1017.6, (975, 1062)\n",
      "chirp-v3p5-engine-t-5-6-b40: 1060.1, (1023, 1096)\n",
      "chirp-v3p5-engine-t-5-7: 1014.1, (977, 1050)\n",
      "chirp-v3p5-engine-t-5-8: 1065.6, (1040, 1093)\n",
      "chirp-v3p5-engine-t-5-9: 1008.6, (978, 1038)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 1004.6, (993, 1016)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 886.7, (848, 925)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1006.6, (995, 1018)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 912.6, (875, 949)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1002.7, (992, 1014)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 894.3, (858, 929)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1002.9, (992, 1014)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 915.3, (882, 953)\n"
     ]
    },
    {
     "data": {
      "image/png": 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Wlvu/I6PRBo02aLRBow3XG13vk2i0QqMNGm3QaING/1zvk2hEZuAIQSi99dZbqq6u1sUXX1xv8CtJp59+ur773e/qjTfeCKgOAAAAAAAACB7DX4RS7SUdDjrooCYf79evn1avXt2MRQAAAAAAAIBbGP4ilFq0aCFJysvLa/Lx3Nxc1dTUNGcSMlRVVSLohLRotEGjDRpt0GjD9UbX+yQardBog0YbNNqg0T/X+yQakRm45i9CY/78+br77rslScuXL5ckrVq1St27d2+075o1a7THHns0Yx0yVSLh/i8RaLThYmNxaaWKv63a6uP5LWPKb9WiGYvSc/F5bIhGGzT653qfRKMVGm3QaINGGzT653qfRCMyA8NfhMb8+fM1f/78etvmzJnT5PB3yZIl6tatW3OlIYPl5GSroiIedEY9DQeCsVi03m97XRwIuvg8NuRi43OLv9K0eV9s9fEzh+yjiUP3bb6g7eDi89gQjTZo9M/1PolGKzTaoNEGjTZo9M/1PolGZAaGvwiF6dOnN7l9zz33bLTtP//5j+LxuIYNG7ars5CBGg5WG34jdWGwGsaBYCTiBZ2QlouNJ/XdS4d3by9JWl5Spqtf/EiTj+2pfdtvvuRNfstYkHlNcvF5bIhGGzT653qfRKMVGm3QaINGGzT653qfRCMyA8NfhMLgwYO3e98DDzxQs2fP3oU1yGRhGKyGcSCInZPfqkWjXzbs2z5PhZ1aB1QEAMELwy9qAQAAXMHwFwDqCMNglYEgAGB3FoZf1AIAALiC4S9CKR6P68svv9SmTZvkeZ7at2+vLl26BJ2FDMBgddcIwzWowtAYBmF4Hmm0QaN/rvdJbjaG4Re1Dbn4PDZEow0abdBow/VG1/skGpEZGP4iVGbNmqXHH39cCxcuVHV1db3H9thjD40cOVJnnnmmOnXqFFAhgKbU1CSDTkgrDI1h4OLz2PBPxBty4U/Ew9DYkIsf64Zcb3S9T3KzMYy/qHXxeWyIRhs02qDRhuuNrvdJNCIzMPxFKNTU1OjXv/61XnrpJSWT9b+wde7cWS1bttSKFSv0yCOP6Pnnn9eUKVM0ZMiQgGoBNJSbG1N5+dYHWy4IQ2MYuPg8huFPxMPQ2JCLH+uGXG90vU8KR2MYhOF5pNEGjTZotOF6o+t9Eo3IDAx/EQrTp0/XP/7xDx111FGaNGmSCgoKtHLlSt19992aP3++pk2bpr333lv/+Mc/dNttt+lXv/qVnn/+ee29995BpyOEyqqq9diClXpq4SpJ0vnPfqCT+3fR2AEFyotlBVwXTl4IbkAbhsYwcPF5DMOfiIehsSEXP9YNud7oep8UjsYwCMPzSKMNGm3QaMP1Rtf7JBqRGRj+IhSeffZZ9ejRQ3fddZcikYgkqbCwUFOmTNGoUaP0u9/9Tvfdd59+/OMf68ADD9SoUaP0wAMPaPLkyQGXI2zKqqp11pOL9HFRqWr/emZdeULT5q3Q65+W6P4x/ZwYADOgBrZfGP5EPAyNDS9NkZOTXe8acy5emgIAAADY3TH8RSh88cUXOvXUU1OD31pZWVkaMmSInn322dS27t2768gjj9S///3v5s5EBnhswcp6g99aNUnp46JSPbZgpX45pGswcf8TlgG16xhkATsmjJemAAAAAHZ3DH8RCrFYTBs3bmzysU2bNjW6+du+++6r2bNnN0caMszMxV81GvzWqklufjzo4W8YBtQNlZe7dwdaBlm7hosfa9gI46UpXD8eXe+TwtEYBmF4Hmm0QaMNGm243uh6n0QjMgPDX4TCgQceqH/+8586//zz9Z3vfCe1/euvv9Y///lP9ejRo97+69evV8uWLZs7Exmg7pmgO/N4cwjDgLqhhjdqdEEYB1lh4OLHGjbCeGmKhlw7oz8Mny9haAyDMDyPNNqg0QaNNlxvdL1PohGZgeEvQuEXv/iFJk6cqBNOOEEnn3yyunTpopUrV+qZZ55RaWmpxo0bV2//Dz74QPvvv39AtQiz/JYxfVO67cFB0MIwoA7DJRXCMMgKo7y8mMrKgj8GsXsK2xn9Yfh8CUNjGITheaTRBo02aLTheqPrfRKNyAwMfxEKhx9+uK644grdfvvtmjZtmjzPUzKZVFZWls455xwdf/zxqX1LS0t14IEH6nvf+16AxQirUX330rR5K5o8szbibX48aGEYUIdtAAMgM3BGPwAAAFAfw1+Exvjx4/XDH/5Qb7zxhoqLi9WuXTt973vfU0FBQb39WrVqpcmTJwdUibAbO6BAr39a0uiauhFP6tGhlcYOKNj6KzeTMAyoGcAACAJn9AMAAAD1MfxFqHTs2FE/+clPgs5ABsuLZen+Mf302IKVemrhKq0rT6hdblQn9++isQMKlBfLCjoxFAPq/FYtlBeLpp5HSfq/1z5z6nmEjTBc4gPA9uNzGgAAILMw/AWABvJiWfrlkK4att+eOu2RhZo6uo9TZ42FYUBdVlWts55cVG9Ava48oWnzVuj1T0t0/5h+znTWHVCf/+wHTj2PYcAlPoCd5+L1+fic3jVc/Fg3RKMNGm3QaMP1Rtf7JBqRGRj+AkAIuT6gfmzBykZnJktSTVL6uKhUjy1YqV8O6RpM3P+EZUDtOi7xAey82nsYuITP6V3DxY91QzTaoNEGjTZcb3S9T6IRmYHhLwDUUffPXZeXlNX7r8Sfu26vmYu/avKaxNLmAfDMxV8FPvwNw4Bacv/sZK6xCuy83Nxs587W4XN613DxY90QjTZotEGjDdcbXe+TaERmYPgLAHU09eeuV7/4Uer/+XPX7VP3epE783hzCMOAmrOTASCcuHYyAABwBcNfAKij7p+7Sk3/Yw3p5beM6ZvSrQ94XXgewzCg5uxkO2FoBJA5uHYyAABwBcNfAKij4Z+75ubGVF4e/BAwbEb13UvT5q1o8szaiLf58aCFYUDN2cm7T6PEgHp3xOX5MlcYr50chuORRhs02qDRP9f7JBqRGRj+AsA2MPjdOWMHFOj1T0sanbUa8aQeHVpp7ICC4OL+JwwDas5OthGGRgbUdlxvrO2bufgrFX9bpfyWMY3qu5czfbARxmsnh+FnHhptuNjY8FIpDbl4qRQXn8eGXG90vU+iEZmB4S8AbEMk4qlma6deBiQMN6XLi2Xp/jH9UgOYdeUJtcuNOjWACcOAmrOTbYShkQH17tH45bpy/XrmEq1YV67aD/U3pVV64M0VemnpN/q/Ub21d7vcwPpquT5Ax67h4s88DdFow8XGMF4qxcXnsSHXG13vk2hEZogEHQD4ddRRR2n69OlBZyBD5eRkB53QyHOLv9JpjyzUaY8sTN2M7uoXP0pte27xVwEXbh5Qf7GuTMP221O/PqK7JOnXR3TXsP321BfrylRcWhlw4ZYB9ZlDuqpd7ubfhbbLjerMIV0DHxDVGtV3L0W8ph/j7OTtF4bG7RlQB217BtRBc73xppc/1vI6g99aSUnL15Xrppc/DiKrntoB+rR5K7SuPCFpywD9rCcXqayqOuDCzcqqqvXHeSt0/rMfSNo8oP7jvBXO9IWRiz/zNESjDRcbT+q7l2aM668Z4/pr8rE9JUmTj+2Z2naSAz/zNOTi89iQ642u90k0IjNw5i9Cb9WqVdq4cWPQGUCzCcNN6Zo6e6N2UC25c/ZGXixLvxzSVcP221OnPbJQU0f3cepPcjk72UYYGjNlQB302cmuNy5fW+br8ebAWeh2XD+Duri0UivXV+jFpWs055NirS9PaI/cqI48IF/H9uqkgj1yAv9LooaXAmjqZ56gG2EjjJdKAYCwYPgLACHT8IfjvLyYysqCHwzVFYYBdRiE4fIZYbh2chgaGVDbcL1xXXnc1+PNwfUBusSA2sqTC1fr4flf1tu2rjyh5xZ/recWf60zBu+tcw/rFlDdZmG4FEAYBtRhaAQA7DoMfwFgG8Jw7SQXGxsOqBv+IwPbj7OT/QtDIwNqG643ut4nuT9AlxhQW0nU1MiTGl2GRJK8/z0etGN7ddI/lxXVu062tLmva7tcHdurU1BpKWEYUIehMYxc/Bm8IdcbXe+TaERm4Jq/QB3vvPOOzj77bA0bNkw9e/bUK6+8Uu/xZDKpKVOmaNiwYerbt6/OOOMMLV++vN4+69ev18UXX6yDDz5YAwcO1BVXXKFvv/223j7Lli3T2LFj1adPHw0fPlzTpk3b1UvDTgrDwJLGnVNcWqllazZp2ZpN9W6cV7vNhesSh0EYrp0chsaxAwrUo0OrRtd4dm1A7fo1qF1vPKawg7aSJ+9/jwct3QCaAfX2CcN1vF9eVtTk4FfaPBB+eVlRc+Y06aVl3+iL9U1fJ/uL9eV6adk3QWTVc2yvTtq3XW6jz21P0r6ODKjD0BhGLv5825Drja73STQiM3DmL0Ll7rvvbnL7/PnzGz3meZ7OPffcHXr7ZWVl6tmzp0aPHq3zzjuv0ePTpk3TjBkzdOutt6qgoEBTpkzRhAkTNGvWLLVosfksx9/85jcqKirSQw89pHg8riuuuELXXHON7rjjDklSaWmpJkyYoCFDhuj666/Xxx9/rCuuuEJt2rTRmDFjdqgXu140GlEiEfyZL9tC484Jy3WJw8D1s5Ml9xvDcImPMJxB7XpjNBLZ5rAtGgn+vAzOQrcRhgF1GBrDcJb39gyoacxMLv5825Drja73STQiMzD8Rahsa/g7f/78ett2Zvg7fPhwDR8+vMnHksmkpk+frnPOOUcjRoyQJP32t7/V0KFD9corr2jkyJH67LPPNHfuXD3zzDPq06ePJOmqq67SxIkTdemll6pTp056/vnnFY/HdfPNNysWi+mAAw7Q0qVL9dBDDzH8dVAsFlUiEfw/fraFxp3DdYlt1L2OYN0zqGtxHcHtx4A68xvH9O+s73Xbc5s32Aqa6wN0iQG1lTA0MqC2EYbGMHLx59uGXG90vU+iEZmB4S9C5dVXX633cjKZ1IgRI3T66adr/Pjxu/R9r1y5UkVFRRo6dGhqW+vWrdWvXz8tXLhQI0eO1MKFC9WmTZvU4FeShg4dqkgkosWLF+voo4/W+++/r4EDByoW2/ID9bBhwzRt2jRt2LBBbdu23aXrCBJDIrgkDDfOCwPOoN69uD6gltxurP26c1BBW11+dA8nv+64PkCXGFBbCUMjA2obYWiUNt8osfZrjySd/+wHTn3tAVzBTRyxoxj+IlS6dOnS5PbWrVtv9TErRUWbr3vWvn37etvbt2+v4uJiSVJxcbH23HPPeo9Ho1G1bds29frFxcUqKKj/j5L8/PzUYzsy/M3N3fIDbyJRraqqasViWYpGt/xwFI9XKx6vVosWUWVlbflz0qqqhBKJGuXkZCtS5wKJFRVx1dQklZsbk1fnwmDl5XElk0nl5dX/IbusrEqe5yk3Nzu1LZmUysurFIl4ysnZsv35+V/q3rmf13v9ukOis763r87//v5OrSk7O0t5ebGtrqmmJqmKirii0YhisS1fUqura1RZmVB2dpays7e074o11TZu75pqNeea6jYGcext75pq34cLx17DNXn/e7s5OdnKy4s5cex5nvSzQ7rqmAO/o8rKhJLJpFq1ylEiUZ3av1WWF+ix13BNtWqfR+uPk8Wammp06Wt53ZuK1G1s7mMv3ZqaanTta3ntOlw59mrXlJcX0/lHHaAR3+2kn/5xvqaO7qN++7Rz4tirqIirTV62pv98oKa/9YUee+dLrS2Lq11uVKcO3FtnDO2qlv9bb5Bfy382cG/N/e9aLVuzqdGAurBTa004rJvyYtFAv5b/oLCjXv6oSMtLyhrfTG3PPJ3Qv3NqbUH9HJFuQH3ygILAv5anG1B3aNUi8K/lO9IY1Nfykg0VOuvJRfV+qbOuPKFp81bo9c9KNP2MganPbVe+ltf+7OjazxF111Tb6NrPEbVrqvvzt2s/R9SuqW6jK8fe3975Un94o/6/q+s6c0hXTRza1bl/E27Pxwm7BsNfIMTKy6uUbPDDcFXV5i+6DVVWJhptk7Z+cfjy8qZ/QGzqDKVkMtnk9pqa+tt//N2OGtp1j9TL2bGo4nWGMfktmz4DKsg1tWgRrfd+Gq6pViJR0+Sf2tR+s2vIck01NdFGr+fn41TLek0NG5vz2Ku1rTVVVMQbNbr0+ZT837+EKiri9R4P8tiTpJZZnlq23fKn6g0/Z6Tgj72mNHwepeCOvabWtLVGF76Wp2tsrmOvoR1pdOVreYsWm38Ud+nYq7umur0uHXuJRI08SacPLNAhe7etf4Z3okZlDdYbxLGXmx3RvT/tu9UzqL0GnUF8LX9x6Rp9XucvsGolJX1eUqaZ762q95cbQXwt/0FhR7209ButWFfeaEC9zx65+n739oF/LT+msIMefXdVk9fz9iQd3TM/8K/lO9PY3F/LH333y0Zn80ubL0vx8TelenDu540uTRH01/KGP/O4+LW8YaNrX8ub+vnbpZ8jkslkk41BH3vH9+qoIfvsIWnzX9Je/eJHmnxsT+3bPk/Slr+KCPrniO1dk+dJLVtypvKuxPAX2E4dOmy+A3dJSYk6duyY2l5SUqLCwkJJm8/gXbt2bb3XSyQS2rBhQ+r18/PzU2cK16p9ufYM4EzV8M/sw2BbwyNX0GgjDI1hwPMIbD8+XzKby5cgkRpf+74hFy6p8OLSNVq+rrzR9qSk5evK9eLSNYFfWigMN3IMQ2MYr0schq/hrje63ie52djUv6v3bZ/n1PcYuIXhL7CdCgoK1KFDB82bN0+9evWSJJWWlmrRokU69dRTJUn9+/fXxo0btWTJEvXu3VuS9NZbb6mmpkZ9+/aVJB100EG68847FY/HlZ29+c8q3nzzTXXr1i2jr/fblOzsrK2e8eYKGm3QuPvgeQS2H58vCFLD4YGLx2PDAXU0mlXv8jguDKjDcCPHMDSG5brEdbn4OdOQ642u90nhaATSYfiL0LvllltSw1i/vv32W33xxZYbF61cuVJLly5V27Zt1blzZ40fP1733nuvunbtqoKCAk2ZMkUdO3bUiBEjJEndu3fXYYcdpquvvlrXX3+94vG4Jk+erJEjR6pTp06SpOOPP1733HOPrrzySp155pn65JNPNH36dF1++eUmawiTMHwjpdEGjbsPnkdg+/H5Ape4eDyG4easYbiRYygaQ3Bzv4Zc/JxpyPVG1/ukcDQC6TD8ReiNGjXK7G0tWbJE48ePT718yy23pN7HrbfeqjPPPFPl5eW65pprtHHjRg0YMEB//OMf1aLFlh9Kb7/9dk2ePFmnn366IpGIjjnmGF111VWpx1u3bq0HH3xQN9xwg0466SS1a9dOv/rVrzRmzBizdQAAAABAWKS7ud+ovns1fxQAZAiGv0AdhxxyiD766KOtPu55ni644AJdcMEFW91njz320B133LHN91NYWKjHHntspzsBAAB2heLSytSfVy//383Alte5KVh+y1jort8fBJ5HYMeMHVCg1z8taXTTt4gn9ejQSmMHFAQXBwAhx/AXQGDqXrPNVTTaoHH3wfOIIIVt4Obi58tzi7/StHlf1Nt29YtbfjF+5pB9Ar/BVhiE8Xl08XhsiEYbLjbmxbJ0/5h+emzBSj21cJXWlSfULjeqk/t30dgBBcqLZQWd2IiLz2NDrje63ieFoxFIh+EvgMBUVbn/jZRGGzTuPngeM1cYBqthG7i5+PnS8AZbDbl43U0XhfF5dPF4bIhGG6425sWy9MshXTVsvz112iMLNXV0HxV2ah101la5+jzW5Xqj631SOBqBdBj+AghMLJbl/DdTGm3QuPvgecxcYRisNhy4NbxJi2sDNxc/XxreYMvFxjAI4/NIow0adx9heB5db3S9TwpHI5AOw18AgYlG3f9GSqMNGncfLj6PYThjNQwaDlZzcrJVURFPvezCYLXhwM3FO9rX5eLnS0NhaAyDMDyPNNqgcfcRhufR9UbX+6RwNALpMPwFAMBRDC1thOGM1TAI22AVAAAAAMNfAACcxdDSRhjOWGXQDwAAAGBXYPiLUPv222+1fPlylZeXa+DAgUHnYAfVvQ6jq2i0QePOaTi0jEaz6t1x2IWhZUMuPo8Nz1hteB1YF4Rx0O/ac9gU1xtd75PC0RgGYXgeabRB4+4jDM+j642u90nhaATSYfiLUFq5cqVuuukmvfHGG6qpqZHnefrwww8lSQsWLNDVV1+ta6+9VoccckjApdiWMHwjpdEGjTun4dAyDFx8HhtysbHhoL8hBv07x/VG1/ukcDSGQRieRxpt0Ji56v6VTlNc/Csd1z/WrvdJ4WgE0mH4i9BZvXq1xowZo/Xr1+uoo45SUVGR3n///dTj/fr107p16/TCCy8w/HVcixZRVVYmgs7YJhpt0GiDRhsuNjYc9LvY2BCN/rneJ4WjMQzC8DzSaIPGnROGyx819Vc6dbnwVzoNB9TZsajiVVs+1i48j3W5eCw2FIZGIB2Gvwidu+66Sxs2bNCMGTN08MEH6+677643/I1Goxo4cKDee++94CKxXbKyIkEnpEWjDRpt0GiDRhs0+ud6nxSOxjAIw/NIow0ad04YLn9U9690lpeU6eoXP9LkY3tq3/Z5ktz4K50wDKjrcvFYbCgMjUA6DH8ROnPnztXRRx+tgw8+eKv7dO7cWW+99VYzVgEAAAAAdkYYbs7a1OW49m2fp8JOrQMqaiwMA2oAzY/hL0Jnw4YN6tKlyzb3SSaTqqra+vWYAAAAAABuaDhYzcuLqayMf8/tqDAMqAE0P4a/CJ38/HytWLFim/t8/PHH2muvvZqpCDurqsr9ayfRaINGGzTaoNEGjf653ie52RiGa4M25OLz2BCNNmi0EYZG+BeGj3MYGoF0GP4idIYOHaq//vWvWrZsmQoLCxs9/u677+qtt97S6aefHkAddkQiURN0Qlo02qDRBo02aLRBo3+u90luNobh2qANufg8NkSjDRpthKER/oXh4xyGRiAdhr8InXPOOUcvvfSSxo0bpwkTJqTOAn799de1cOFCPfzww2rXrp0mTJgQcCnSaXgtLxfRaINGGzTaoNEGjf653ie52djw2qCxWLTemVkuXtPSxeexIRpt0GgjDI3YcXX/ckNq+uu3a3+5wbGITMDwF6FTUFCgBx98UBdddJGmTJkiz/OUTCZ19tlnK5lMqnPnzpoyZYo6duwYdCrSiES8oBPSotEGjTZotEGjDRr9c71PcrMxjNcGdfF5bIhGGzTacLWxrKpajy1YqacWrpIknf/sBzq5fxeNHVCgvFhWwHXua+ovN+py4S83Gg6om7r5oGsDaiAdhr8IpX79+unll1/WnDlztGjRIm3YsEGtWrVS3759ddRRRykWc++MDwAAAABAOJVVVeusJxfp46JS1SQ3b1tXntC0eSv0+qclun9MPycGwC4PqOv+5cbykjJd/eJHmnxsT+3bPk+SG3+5EYYBNbCjGP4itKLRqI4++mgdffTRQacAAAAAADLYYwtW1hv81qpJSh8XleqxBSv1yyFdg4n7H9cH1A3/ckOS9m2fp8JOrQMqaiwMA2pgR0WCDgB21Pjx4/WXv/xlm/v89a9/1fjx45snCDstDNdOotEGjTZotEGjDRr9c71PotEKjTZotEHjzpm5+KtGg99aNcnNjwdtewbU2Lb8Vi1U2Km1Cju1Tg18awfUhZ1ac8kHhBLDX4TO/PnztXLltr9prV69Wu+8804zFWFn1WztpyeH0GiDRhs02qDRBo3+ud4n0WiFRhs02qBx59S9DuzOPN4cwjCgBtD8GP4iI5WXlysa5aomrsvNdf9PZmi0QaMNGm3QaING/1zvk2i0QqMNGm3QuHPS/bm/C5cDCMOAGkDzYzqGUFi9enW9lzdt2tRomyRVV1fr66+/1ksvvaQuXbo0Vx52kufmTXzrodEGjTZotEGjDRr9c71PotEKjTZotEHjzhnVdy9Nm7eiyTNrI97mx4OW3zKmb0q3PuB1YUANoPkx/EUofP/735f3v58APM/T9OnTNX369K3un0wmdemllzZXHgAAAAA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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is infill\")\n",
    "get_preference_counts(\n",
    "    user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"infill\")],\n",
    "    \"is infill\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:52:42.129466Z",
     "iopub.status.busy": "2024-10-27T20:52:42.129296Z",
     "iopub.status.idle": "2024-10-27T20:52:49.279703Z",
     "shell.execute_reply": "2024-10-27T20:52:49.279145Z",
     "shell.execute_reply.started": "2024-10-27T20:52:42.129449Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is artist\n",
      "len pos models: 807\n",
      "differing counts: 500\n",
      "chirp-v3p5-engine-s-29_win_over_chirp-v3p5-engine-s-29, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n",
      "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n",
      "chirp-v3p5-engine-t-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.520, (0.324, 0.716), counts 13, total 25.\n",
      "chirp-v3p5-engine-t-5-1-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.600, (0.171, 1.029), counts 3, total 5.\n",
      "chirp-v3p5-engine-t-5-10_win_over_chirp-v3p5-engine-t-5, win ratio 0.600, (0.171, 1.029), counts 3, total 5.\n",
      "chirp-v3p5-engine-t-5-11_win_over_chirp-v3p5-engine-t-5, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n",
      "chirp-v3p5-engine-t-5-1_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5-2-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-5-3_win_over_chirp-v3p5-engine-t-5, win ratio 0.444, (0.120, 0.769), counts 4, total 9.\n",
      "chirp-v3p5-engine-t-5-5-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.100, 0.900), counts 3, total 6.\n",
      "chirp-v3p5-engine-t-5-6-b40_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5-8_win_over_chirp-v3p5-engine-t-5, win ratio 0.375, (0.040, 0.710), counts 3, total 8.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.640, (0.546, 0.734), counts 64, total 100.\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.333, (-0.044, 0.711), counts 2, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.577, (0.482, 0.672), counts 60, total 104.\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.667, (0.359, 0.975), counts 6, total 9.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.542, (0.442, 0.641), counts 52, total 96.\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.500, (0.100, 0.900), counts 3, total 6.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2_win_over_chirp-v3p5-engine-t-5, win ratio 0.567, (0.472, 0.663), counts 59, total 104.\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3_win_over_chirp-v3p5-engine-t-5, win ratio 0.833, (0.535, 1.132), counts 5, total 6.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-3, win ratio 0.480, (0.284, 0.676), counts 12, total 25.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5, win ratio 1.000, (1.000, 1.000), counts 301, total 301.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-1-b40, win ratio 0.400, (-0.029, 0.829), counts 2, total 5.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-10, win ratio 0.400, (-0.029, 0.829), counts 2, total 5.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-11, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-2-b40, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-3, win ratio 0.556, (0.231, 0.880), counts 5, total 9.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-5-b40, win ratio 0.500, (0.100, 0.900), counts 3, total 6.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-6-b40, win ratio 0.500, (-0.193, 1.193), counts 1, total 2.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5-8, win ratio 0.625, (0.290, 0.960), counts 5, total 8.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_2, win ratio 0.360, (0.266, 0.454), counts 36, total 100.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_30_t_12_tag_3, win ratio 0.667, (0.289, 1.044), counts 4, total 6.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_2, win ratio 0.423, (0.328, 0.518), counts 44, total 104.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_12_tag_3, win ratio 0.333, (0.025, 0.641), counts 3, total 9.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_2, win ratio 0.458, (0.359, 0.558), counts 44, total 96.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_13_tag_3, win ratio 0.500, (0.100, 0.900), counts 3, total 6.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_2, win ratio 0.433, (0.337, 0.528), counts 45, total 104.\n",
      "chirp-v3p5-engine-t-5_win_over_chirp-v3p5-engine-t-5_s_max_t_14_tag_3, win ratio 0.167, (-0.132, 0.465), counts 1, total 6.\n",
      "tournament players: ['chirp-v3p5-engine-t-3', 'chirp-v3p5-engine-t-5', 'chirp-v3p5-engine-t-5-1', 'chirp-v3p5-engine-t-5-1-b40', 'chirp-v3p5-engine-t-5-10', 'chirp-v3p5-engine-t-5-11', 'chirp-v3p5-engine-t-5-2-b40', 'chirp-v3p5-engine-t-5-3', 'chirp-v3p5-engine-t-5-5-b40', 'chirp-v3p5-engine-t-5-6-b40', 'chirp-v3p5-engine-t-5-8', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_30_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_12_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_13_tag_3', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_2', 'chirp-v3p5-engine-t-5_s_max_t_14_tag_3']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 183.88it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ELOs\n",
      "chirp-v3p5-engine-t-3: 992.0, (452, 1408)\n",
      "chirp-v3p5-engine-t-5: 978.1, (461, 1394)\n",
      "chirp-v3p5-engine-t-5-1: 978.3, (-2037, 3761)\n",
      "chirp-v3p5-engine-t-5-1-b40: 1048.5, (-1403, 4315)\n",
      "chirp-v3p5-engine-t-5-10: 1048.5, (-1270, 4345)\n",
      "chirp-v3p5-engine-t-5-11: 857.5, (-2725, 3498)\n",
      "chirp-v3p5-engine-t-5-2-b40: 978.0, (-2039, 3917)\n",
      "chirp-v3p5-engine-t-5-3: 939.4, (190, 1440)\n",
      "chirp-v3p5-engine-t-5-5-b40: 978.1, (-1850, 3536)\n",
      "chirp-v3p5-engine-t-5-6-b40: 978.3, (-2027, 3711)\n",
      "chirp-v3p5-engine-t-5-8: 889.3, (-1776, 1417)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_2: 1078.0, (540, 1493)\n",
      "chirp-v3p5-engine-t-5_s_30_t_12_tag_3: 857.6, (-3029, 1493)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_2: 1032.0, (509, 1434)\n",
      "chirp-v3p5-engine-t-5_s_max_t_12_tag_3: 1098.5, (524, 4291)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_2: 1007.1, (490, 1441)\n",
      "chirp-v3p5-engine-t-5_s_max_t_13_tag_3: 978.1, (-1870, 3564)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_2: 1025.1, (509, 1437)\n",
      "chirp-v3p5-engine-t-5_s_max_t_14_tag_3: 1257.7, (713, 5296)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"is artist\")\n",
    "get_preference_counts(\n",
    "    user_intersting_clips_3p5[\n",
    "        (user_intersting_clips_3p5[\"task\"] == \"artist_consistency\")\n",
    "    ],\n",
    "    \"is artist\",\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": 132,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.095035Z",
     "start_time": "2024-05-26T00:25:07.782738Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:15:58.932335Z",
     "iopub.status.busy": "2024-10-27T18:15:58.932177Z",
     "iopub.status.idle": "2024-10-27T18:16:20.598725Z",
     "shell.execute_reply": "2024-10-27T18:16:20.598119Z",
     "shell.execute_reply.started": "2024-10-27T18:15:58.932320Z"
    }
   },
   "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": 133,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:16:20.599494Z",
     "iopub.status.busy": "2024-10-27T18:16:20.599339Z",
     "iopub.status.idle": "2024-10-27T18:16:42.395971Z",
     "shell.execute_reply": "2024-10-27T18:16:42.395387Z",
     "shell.execute_reply.started": "2024-10-27T18:16:20.599478Z"
    }
   },
   "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": 134,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.361849Z",
     "start_time": "2024-05-26T00:25:08.199583Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:16:42.396767Z",
     "iopub.status.busy": "2024-10-27T18:16:42.396607Z",
     "iopub.status.idle": "2024-10-27T18:16:42.461688Z",
     "shell.execute_reply": "2024-10-27T18:16:42.461148Z",
     "shell.execute_reply.started": "2024-10-27T18:16:42.396751Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Positive proportion of data meeting criteria: 44.17%\n",
      "Negative proportion of data meeting criteria: 100.00%\n"
     ]
    }
   ],
   "source": [
    "pos_too_much_data_mask = (\n",
    "    (user_intersting_clips[\"preference\"])\n",
    "    & (\n",
    "        (\n",
    "            user_intersting_clips[\"reaction_play_count\"] >= 3\n",
    "        )  # single play is super catchy\n",
    "        | (\n",
    "            user_intersting_clips[\"concat_play_counts\"] >= 3\n",
    "        )  # or the concat play is super catchy\n",
    "    )\n",
    "    # & (user_intersting_clips[\"user_n_clips\"] >= 40)\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\"] >= 40)\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": 135,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:08.523643Z",
     "start_time": "2024-05-26T00:25:08.367348Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:16:42.462401Z",
     "iopub.status.busy": "2024-10-27T18:16:42.462247Z",
     "iopub.status.idle": "2024-10-27T18:17:30.354430Z",
     "shell.execute_reply": "2024-10-27T18:17:30.353831Z",
     "shell.execute_reply.started": "2024-10-27T18:16:42.462385Z"
    }
   },
   "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           1,424,986          73.30%\n",
      "chirp-v3p5-engine-t-5             286,439          14.73%\n",
      "chirp-v3p5-engine-upload-4        106,930           5.50%\n",
      "chirp-v3p5-engine-s-29             98,583           5.07%\n",
      "chirp-v3p5-engine-fp8               3,911           0.20%\n",
      "chirp-v3p5-engine-t-3               2,700           0.14%\n",
      "chirp-v3p5-engine-s-29-2            2,430           0.12%\n",
      "chirp-v3p5-engine-t-5-8             1,965           0.10%\n",
      "chirp-v3p5-engine-b                 1,875           0.10%\n",
      "chirp-v3p5-engine-short             1,845           0.09%\n",
      "chirp-v3p5-engine-t-5-9             1,560           0.08%\n",
      "chirp-v3p5-engine-t-5-11            1,558           0.08%\n",
      "chirp-v3p5-engine-t-5-10            1,499           0.08%\n",
      "chirp-v3p5-engine-s-29-3            1,381           0.07%\n",
      "chirp-v3p5-engine-t-5-7             1,011           0.05%\n",
      "chirp-v3p5-engine-t-5-6-b40         1,001           0.05%\n",
      "chirp-v3p5-engine-t-5-3               817           0.04%\n",
      "chirp-v3p5-engine-s-29-1              709           0.04%\n",
      "chirp-v3p5-engine-t-5-5-b40           618           0.03%\n",
      "chirp-v3p5-engine-ft-1                504           0.03%\n",
      "chirp-v3p5-engine-t-5-1               450           0.02%\n",
      "chirp-v3p5-engine-t-5-2-b40           422           0.02%\n",
      "chirp-v3p5-engine-t-5-1-b40           409           0.02%\n",
      "chirp-v3p5-engine-t-5-5               289           0.01%\n",
      "chirp-v3p5-engine-t-5-4               175           0.01%\n",
      "----------------------------------------------------------------------\n",
      "Total                           1,944,067         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": 136,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:09.198504Z",
     "start_time": "2024-05-26T00:25:08.885507Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:17:30.355149Z",
     "iopub.status.busy": "2024-10-27T18:17:30.354997Z",
     "iopub.status.idle": "2024-10-27T18:17:52.361277Z",
     "shell.execute_reply": "2024-10-27T18:17:52.360670Z",
     "shell.execute_reply.started": "2024-10-27T18:17:30.355133Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation passed!\n"
     ]
    }
   ],
   "source": [
    "validate_preference_data(final_interesting_clips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:17:52.362034Z",
     "iopub.status.busy": "2024-10-27T18:17:52.361881Z",
     "iopub.status.idle": "2024-10-27T18:17:53.676771Z",
     "shell.execute_reply": "2024-10-27T18:17:53.676180Z",
     "shell.execute_reply.started": "2024-10-27T18:17:52.362018Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows in final_interesting_clips for model chirp-v3p5-engine-t-5:\n",
      "573,138\n",
      "done (3888134, 59)\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": 138,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-26T00:25:10.265241Z",
     "start_time": "2024-05-26T00:25:09.934743Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-27T18:17:53.677515Z",
     "iopub.status.busy": "2024-10-27T18:17:53.677365Z",
     "iopub.status.idle": "2024-10-27T18:17:55.412467Z",
     "shell.execute_reply": "2024-10-27T18:17:55.411968Z",
     "shell.execute_reply.started": "2024-10-27T18:17:53.677500Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Unique Users:\n",
      "--------------------\n",
      "3,270,233\n",
      "--------------------\n",
      "Series([], Name: count, dtype: int64)\n",
      "(0, 49)\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": 138,
     "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": 139,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:17:55.413187Z",
     "iopub.status.busy": "2024-10-27T18:17:55.413037Z",
     "iopub.status.idle": "2024-10-27T18:21:48.989379Z",
     "shell.execute_reply": "2024-10-27T18:21:48.988784Z",
     "shell.execute_reply.started": "2024-10-27T18:17:55.413173Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of no_reaction_clip_df:\n",
      "(23684187, 49)\n",
      "\n",
      "Proportion of clips without reactions:\n",
      "27.59%\n",
      "Ratio of clips without reactions to total clips from the same users:\n",
      "0.7255\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "free 178233\n",
      "pro 11894\n",
      "Ratio of clips from super bad users: 8.60%\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "not_known_bot_gens_mask = clip_df[\"model_name\"] != \"chirp-v3p5-engine-b\"\n",
    "# run_bot_detection(clip_df[not_known_bot_gens_mask], reaction_df, write_to_file=True, cut_off_freq=0.95)\n",
    "run_bot_detection(clip_df, reaction_df, write_to_file=True, cut_off_freq=0.95)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Alpha testing user selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:21:48.990153Z",
     "iopub.status.busy": "2024-10-27T18:21:48.989996Z",
     "iopub.status.idle": "2024-10-27T18:21:50.175923Z",
     "shell.execute_reply": "2024-10-27T18:21:50.175395Z",
     "shell.execute_reply.started": "2024-10-27T18:21:48.990137Z"
    }
   },
   "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": {},
   "source": [
    "# User generated clips lifetime filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:35:50.557049Z",
     "iopub.status.busy": "2024-10-27T20:35:50.556557Z",
     "iopub.status.idle": "2024-10-27T20:41:08.097321Z",
     "shell.execute_reply": "2024-10-27T20:41:08.096721Z",
     "shell.execute_reply.started": "2024-10-27T20:35:50.557028Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6092195, 25)\n",
      "1392042\n"
     ]
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "SELECT *\n",
    "FROM bots_userstats\n",
    "WHERE total_clips>=20\n",
    "\"\"\"\n",
    "user_stats_df = pd.read_sql_query(query, engine)\n",
    "print(user_stats_df.shape)\n",
    "user_stats_df[\"total_clips\"].describe()\n",
    "top_users = user_stats_df[user_stats_df[\"total_clips\"] >= 100][\"user_id\"].unique()\n",
    "print(len(top_users))"
   ]
  },
  {
   "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": 175,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:41:08.098311Z",
     "iopub.status.busy": "2024-10-27T20:41:08.098154Z",
     "iopub.status.idle": "2024-10-27T20:41:10.063444Z",
     "shell.execute_reply": "2024-10-27T20:41:10.062876Z",
     "shell.execute_reply.started": "2024-10-27T20:41:08.098295Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROD\n"
     ]
    }
   ],
   "source": [
    "if not os.path.exists(snow_password_path):\n",
    "    raise Exception(\"you are not authorized to access snowflake -- please setup\")\n",
    "\n",
    "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": 176,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:41:10.064184Z",
     "iopub.status.busy": "2024-10-27T20:41:10.064030Z",
     "iopub.status.idle": "2024-10-27T20:41:15.802046Z",
     "shell.execute_reply": "2024-10-27T20:41:15.801464Z",
     "shell.execute_reply.started": "2024-10-27T20:41:10.064169Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(573138, 59)\n",
      "(544462, 59)\n"
     ]
    }
   ],
   "source": [
    "# select the df we want to squery for play counts\n",
    "subset_v4_clips_df_all = final_interesting_clips[\n",
    "    final_interesting_clips[\"model_name\"] == target_model_name\n",
    "].copy()\n",
    "print(subset_v4_clips_df_all.shape)\n",
    "pair_request_mask = subset_v4_clips_df_all[\"request_id\"].isin(\n",
    "    subset_v4_clips_df_all[\"request_id\"]\n",
    "    .value_counts()\n",
    "    .index[subset_v4_clips_df_all[\"request_id\"].value_counts() == 2]\n",
    ")\n",
    "subset_v4_clips_df = subset_v4_clips_df_all[pair_request_mask].copy()\n",
    "print(subset_v4_clips_df.shape)\n",
    "v4_clip_ids = list(str(s) for s in subset_v4_clips_df[\"id\"].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:41:15.803291Z",
     "iopub.status.busy": "2024-10-27T20:41:15.803132Z",
     "iopub.status.idle": "2024-10-27T20:43:53.048941Z",
     "shell.execute_reply": "2024-10-27T20:43:53.048358Z",
     "shell.execute_reply.started": "2024-10-27T20:41:15.803275Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                                                          | 0/6 [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": [
      " 17%|███████████████████                                                                                               | 1/6 [00:29<02:25, 29.05s/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": [
      " 33%|██████████████████████████████████████                                                                            | 2/6 [00:59<01:59, 29.78s/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%|█████████████████████████████████████████████████████████                                                         | 3/6 [01:28<01:28, 29.39s/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": [
      " 67%|████████████████████████████████████████████████████████████████████████████                                      | 4/6 [01:54<00:56, 28.33s/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": [
      " 83%|███████████████████████████████████████████████████████████████████████████████████████████████                   | 5/6 [02:23<00:28, 28.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of clip IDs in this chunk: 44462\n",
      "Length of the ID query string: 1734017\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [02:37<00:00, 26.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\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": 178,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:43:53.049657Z",
     "iopub.status.busy": "2024-10-27T20:43:53.049509Z",
     "iopub.status.idle": "2024-10-27T20:43:54.436754Z",
     "shell.execute_reply": "2024-10-27T20:43:54.436163Z",
     "shell.execute_reply.started": "2024-10-27T20:43:53.049642Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of df_snow_test:\n",
      "Rows: 532750\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": 179,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:43:54.437467Z",
     "iopub.status.busy": "2024-10-27T20:43:54.437318Z",
     "iopub.status.idle": "2024-10-27T20:43:56.409756Z",
     "shell.execute_reply": "2024-10-27T20:43:56.409188Z",
     "shell.execute_reply.started": "2024-10-27T20:43:54.437452Z"
    }
   },
   "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": 180,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:43:56.410579Z",
     "iopub.status.busy": "2024-10-27T20:43:56.410419Z",
     "iopub.status.idle": "2024-10-27T20:43:58.483318Z",
     "shell.execute_reply": "2024-10-27T20:43:58.482791Z",
     "shell.execute_reply.started": "2024-10-27T20:43:56.410563Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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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": 181,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:43:58.484070Z",
     "iopub.status.busy": "2024-10-27T20:43:58.483920Z",
     "iopub.status.idle": "2024-10-27T20:43:59.630463Z",
     "shell.execute_reply": "2024-10-27T20:43:59.629874Z",
     "shell.execute_reply.started": "2024-10-27T20:43:58.484055Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fraction of clips that pass the play duration cut: 0.7175\n",
      "Number of unique requests passing play duration criteria: 235793\n",
      "Fraction of unique requests that pass play duration criteria: 0.8662\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",
    "    & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\n",
    "    & (\n",
    "        (subset_v4_clips_df_test[\"reaction_play_count\"] >= 3)\n",
    "        | (subset_v4_clips_df_test[\"concat_play_counts\"] >= 3)\n",
    "    )\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\"] >= 3)\n",
    "    & (subset_v4_clips_df_test[\"user_id\"].isin(top_users))\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": 182,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:43:59.631230Z",
     "iopub.status.busy": "2024-10-27T20:43:59.631075Z",
     "iopub.status.idle": "2024-10-27T20:44:02.780270Z",
     "shell.execute_reply": "2024-10-27T20:44:02.779668Z",
     "shell.execute_reply.started": "2024-10-27T20:43:59.631214Z"
    }
   },
   "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": 183,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:44:02.781737Z",
     "iopub.status.busy": "2024-10-27T20:44:02.781558Z",
     "iopub.status.idle": "2024-10-27T20:44:03.413391Z",
     "shell.execute_reply": "2024-10-27T20:44:03.412822Z",
     "shell.execute_reply.started": "2024-10-27T20:44:02.781721Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique request IDs: 154,859, Total 272231\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": 184,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:44:03.414112Z",
     "iopub.status.busy": "2024-10-27T20:44:03.413962Z",
     "iopub.status.idle": "2024-10-27T20:44:03.572195Z",
     "shell.execute_reply": "2024-10-27T20:44:03.571699Z",
     "shell.execute_reply.started": "2024-10-27T20:44:03.414097Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(task\n",
       " cover                 331586\n",
       "                       145250\n",
       " infill                 48876\n",
       " extend                 18270\n",
       " artist_consistency       480\n",
       " Name: count, dtype: int64,\n",
       " task\n",
       " cover                 200036\n",
       "                        65500\n",
       " infill                 32722\n",
       " extend                 11180\n",
       " artist_consistency       280\n",
       " Name: count, dtype: int64)"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(\n",
    "    subset_v4_clips_df_test[\"task\"].value_counts(),\n",
    "    final_subset_v4_clips_df[\"task\"].value_counts(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T20:46:28.927092Z",
     "iopub.status.busy": "2024-10-27T20:46:28.926737Z",
     "iopub.status.idle": "2024-10-27T20:46:40.885033Z",
     "shell.execute_reply": "2024-10-27T20:46:40.884250Z",
     "shell.execute_reply.started": "2024-10-27T20:46:28.927074Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(309718, 70)\n"
     ]
    }
   ],
   "source": [
    "# final_subset_v4_clips_df.to_pickle(\n",
    "#     \"/home/tony/Data/Preference/30b_v5/interesting_clips_v4_t_5_20241027_full.pkl\",\n",
    "# )\n",
    "print(final_subset_v4_clips_df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:25:58.025981Z",
     "iopub.status.busy": "2024-10-27T18:25:58.025838Z",
     "iopub.status.idle": "2024-10-27T18:26:01.232870Z",
     "shell.execute_reply": "2024-10-27T18:26:01.232429Z",
     "shell.execute_reply.started": "2024-10-27T18:25:58.025966Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "task\n",
       "                      72951925\n",
       "extend                 8189801\n",
       "cover                  3800105\n",
       "infill                  819828\n",
       "image_to_song            56324\n",
       "video_to_song            16811\n",
       "artist_consistency        7734\n",
       "infill_outro                 8\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clip_df[\"task\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:26:01.233472Z",
     "iopub.status.busy": "2024-10-27T18:26:01.233339Z",
     "iopub.status.idle": "2024-10-27T18:26:45.452599Z",
     "shell.execute_reply": "2024-10-27T18:26:45.452011Z",
     "shell.execute_reply.started": "2024-10-27T18:26:01.233458Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total pro users generated 182779\n",
      "cover usage 69632 182779 0.381\n",
      "artist usage 78 182779 0.0004\n",
      "infill usage 23608 182779 0.1292\n",
      "image/video to song usage 11041\n"
     ]
    }
   ],
   "source": [
    "n_created_cover = clip_df[clip_df[\"task\"] == \"cover\"][\"user_id\"].nunique()\n",
    "n_pro_created = clip_df[clip_df[\"is_pro_user\"]][\"user_id\"].nunique()\n",
    "print(\"total pro users generated\", n_pro_created)\n",
    "print(\"cover usage\", n_created_cover, n_pro_created, round(n_created_cover / n_pro_created, 4))\n",
    "n_created_artist = clip_df[clip_df[\"task\"] == \"artist_consistency\"][\"user_id\"].nunique()\n",
    "print(\"artist usage\", n_created_artist, n_pro_created, round(n_created_artist / n_pro_created, 4))\n",
    "n_created_infill = clip_df[clip_df[\"task\"] == \"infill\"][\"user_id\"].nunique()\n",
    "print(\"infill usage\", n_created_infill, n_pro_created, round(n_created_infill / n_pro_created, 4))\n",
    "print(\"image/video to song usage\", clip_df[(clip_df[\"task\"] == \"image_to_song\") | (clip_df[\"task\"] == \"video_to_song\")][\"user_id\"].nunique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FE change exp "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:26:45.453360Z",
     "iopub.status.busy": "2024-10-27T18:26:45.453200Z",
     "iopub.status.idle": "2024-10-27T18:26:45.483913Z",
     "shell.execute_reply": "2024-10-27T18:26:45.483458Z",
     "shell.execute_reply.started": "2024-10-27T18:26:45.453344Z"
    }
   },
   "outputs": [],
   "source": [
    "# uid_discord_info_query = \"\"\"\n",
    "# SELECT user_id, uid FROM bots_discordinfo\n",
    "# \"\"\"\n",
    "# discord_info_uid_df = pd.read_sql_query(\n",
    "#     uid_discord_info_query,\n",
    "#     engine,\n",
    "# )\n",
    "# # current active subscribers?\n",
    "# print(f\"Discord Info: {discord_info_uid_df.shape[0]:,} rows\")\n",
    "# user_id_to_exp_dict = {}\n",
    "# for _, row in discord_info_uid_df.iterrows():\n",
    "#     user_id_to_exp_dict[row[\"user_id\"]] = str(row[\"uid\"])[-1].isnumeric()\n",
    "# with open(\"user_id_to_exp_dict.json\", \"w\") as fp:\n",
    "#    json.dump(user_id_to_exp_dict, fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:26:45.484564Z",
     "iopub.status.busy": "2024-10-27T18:26:45.484423Z",
     "iopub.status.idle": "2024-10-27T18:28:22.834012Z",
     "shell.execute_reply": "2024-10-27T18:28:22.833421Z",
     "shell.execute_reply.started": "2024-10-27T18:26:45.484549Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "clip 53723951 85842536\n",
      "user 2035118 3270233\n"
     ]
    }
   ],
   "source": [
    "with open(\"user_id_to_exp_dict.json\", \"r\") as fp:\n",
    "    user_id_to_exp_dict = json.load(fp)\n",
    "clip_df[\"in_fe_exp\"] = clip_df[\"user_id\"].apply(\n",
    "    lambda x: user_id_to_exp_dict.get(str(x), False)\n",
    ")\n",
    "print(\"clip\", clip_df[\"in_fe_exp\"].sum(), clip_df.shape[0])\n",
    "print(\n",
    "    \"user\",\n",
    "    clip_df[clip_df[\"in_fe_exp\"]][\"user_id\"].nunique(),\n",
    "    clip_df[\"user_id\"].nunique(),\n",
    ")\n",
    "\n",
    "create_exp_mask = clip_df[\n",
    "    \"in_fe_exp\"\n",
    "]  # & (clip_df[\"created_at\"] >= \"2024-09-25 00:00:00\")\n",
    "unique_users_in_exp = clip_df[create_exp_mask][\"user_id\"].unique()\n",
    "# clip 15811675 36870239\n",
    "# user 659353 1738258"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:28:22.834775Z",
     "iopub.status.busy": "2024-10-27T18:28:22.834626Z",
     "iopub.status.idle": "2024-10-27T18:34:39.984931Z",
     "shell.execute_reply": "2024-10-27T18:34:39.984350Z",
     "shell.execute_reply.started": "2024-10-27T18:28:22.834760Z"
    }
   },
   "outputs": [],
   "source": [
    "request_counts = clip_df[(clip_df[\"model_name\"] == \"chirp-v3p5-engine-s-8\")][\n",
    "    \"request_id\"\n",
    "].value_counts()\n",
    "unique_count_2_requests = request_counts[request_counts == 2].index\n",
    "unique_count_2_requests = set(list(unique_count_2_requests))\n",
    "same_model_mask = clip_df[\"request_id\"].isin(unique_count_2_requests)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:34:39.990234Z",
     "iopub.status.busy": "2024-10-27T18:34:39.989937Z",
     "iopub.status.idle": "2024-10-27T18:35:10.253611Z",
     "shell.execute_reply": "2024-10-27T18:35:10.253011Z",
     "shell.execute_reply.started": "2024-10-27T18:34:39.990217Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "out_exp_period_mask = clip_df[\"created_at\"] < \"2024-09-25 00:00:00\"\n",
    "in_exp_period_mask = clip_df[\"created_at\"] >= \"2024-09-25 00:00:00\"\n",
    "users_in_both = set(clip_df[out_exp_period_mask][\"user_id\"].unique()).intersection(\n",
    "    clip_df[in_exp_period_mask][\"user_id\"].unique()\n",
    ")\n",
    "print(len(users_in_both))\n",
    "same_period_user_mask = clip_df[\"user_id\"].isin(users_in_both)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:35:10.254330Z",
     "iopub.status.busy": "2024-10-27T18:35:10.254180Z",
     "iopub.status.idle": "2024-10-27T18:36:13.163107Z",
     "shell.execute_reply": "2024-10-27T18:36:13.162615Z",
     "shell.execute_reply.started": "2024-10-27T18:35:10.254315Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall update rate: nan ± nan\n",
      "Overall update rate: nan ± nan\n",
      "Overall update rate: 0.0453 ± 0.0000\n",
      "Overall update rate: 0.0452 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_hourly_upvote_rate(input_df, color, column_name, label):\n",
    "    # Convert created_at to datetime and group by hour\n",
    "    input_df = input_df.copy()\n",
    "    input_df[\"created_at\"] = pd.to_datetime(input_df[\"created_at\"])\n",
    "    hourly_upvote_rate = input_df.groupby(input_df[\"created_at\"].dt.floor(\"h\"))[\n",
    "        column_name\n",
    "    ].mean()\n",
    "\n",
    "    # Compute the rate's error using standard error of the mean\n",
    "    hourly_upvote_count = input_df.groupby(input_df[\"created_at\"].dt.floor(\"h\"))[\n",
    "        column_name\n",
    "    ].count()\n",
    "    hourly_upvote_std = input_df.groupby(input_df[\"created_at\"].dt.floor(\"h\"))[\n",
    "        column_name\n",
    "    ].std()\n",
    "    # hourly_upvote_rate_err = hourly_upvote_std / np.sqrt(hourly_upvote_count)\n",
    "\n",
    "    # Plot the hourly upvote rate as a vertical bar plot with error bars\n",
    "    plt.plot(hourly_upvote_rate, alpha=0.5, color=color, label=label)\n",
    "\n",
    "    # Reduce the number of x-axis ticks\n",
    "    # num_ticks = 10  # Adjust this number to get desired tick density\n",
    "    # tick_indices = np.linspace(0, len(hourly_upvote_rate.index) - 1, num_ticks, dtype=int)\n",
    "    # plt.xticks(tick_indices, [hourly_upvote_rate.index[i].strftime('%Y-%m-%d %H:00') for i in tick_indices], rotation=45, ha='right')\n",
    "\n",
    "    # Calculate overall update rate and its error for comparison\n",
    "    overall_update_rate = input_df[column_name].mean()\n",
    "    overall_update_rate_err = input_df[column_name].std() / np.sqrt(len(input_df))\n",
    "    print(\n",
    "        f\"Overall update rate: {overall_update_rate:.4f} ± {overall_update_rate_err:.4f}\"\n",
    "    )\n",
    "\n",
    "\n",
    "# Call the function with clip_df\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"blue\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"exp\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"orange\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"control\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"green\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"exp diff user\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"red\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"control diff user\",\n",
    ")\n",
    "plt.title(\"Hourly Upvote Rate with Error Bars\")\n",
    "plt.xlabel(\"Date and Hour\")\n",
    "plt.ylabel(\"Upvote Rate\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:36:13.163794Z",
     "iopub.status.busy": "2024-10-27T18:36:13.163649Z",
     "iopub.status.idle": "2024-10-27T18:37:14.723981Z",
     "shell.execute_reply": "2024-10-27T18:37:14.723469Z",
     "shell.execute_reply.started": "2024-10-27T18:36:13.163779Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall update rate: nan ± nan\n",
      "Overall update rate: nan ± nan\n",
      "Overall update rate: 0.0337 ± 0.0000\n",
      "Overall update rate: 0.0335 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the function with clip_df\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"blue\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"exp\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"orange\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"control\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"green\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"exp diff user\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"red\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"control diff user\",\n",
    ")\n",
    "plt.title(\"Hourly Downvote Rate with Error Bars\")\n",
    "plt.xlabel(\"Date and Hour\")\n",
    "plt.ylabel(\"Downvote Rate\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:37:14.724675Z",
     "iopub.status.busy": "2024-10-27T18:37:14.724526Z",
     "iopub.status.idle": "2024-10-27T18:39:47.642591Z",
     "shell.execute_reply": "2024-10-27T18:39:47.642083Z",
     "shell.execute_reply.started": "2024-10-27T18:37:14.724659Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "Overall update rate: nan ± nan\n",
      "Overall update rate: nan ± nan\n",
      "Overall update rate: 0.0453 ± 0.0000\n",
      "Overall update rate: 0.0452 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overall update rate: nan ± nan\n",
      "Overall update rate: nan ± nan\n",
      "Overall update rate: 0.0337 ± 0.0000\n",
      "Overall update rate: 0.0335 ± 0.0000\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out_exp_period_mask = clip_df[\"created_at\"] < \"2024-10-03 22:00:00\"\n",
    "in_exp_period_mask = clip_df[\"created_at\"] >= \"2024-10-03 22:00:00\"\n",
    "users_in_both = set(clip_df[out_exp_period_mask][\"user_id\"].unique()).intersection(\n",
    "    clip_df[in_exp_period_mask][\"user_id\"].unique()\n",
    ")\n",
    "print(len(users_in_both))\n",
    "same_period_user_mask = clip_df[\"user_id\"].isin(users_in_both)\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"blue\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"exp\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"orange\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"control\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"green\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"exp diff user\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"red\",\n",
    "    column_name=\"upvoted\",\n",
    "    label=\"control diff user\",\n",
    ")\n",
    "plt.title(\"Hourly Upvote Rate with Error Bars\")\n",
    "plt.xlabel(\"Date and Hour\")\n",
    "plt.ylabel(\"Upvote Rate\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "# Call the function with clip_df\n",
    "plt.figure(figsize=(12, 6))\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"blue\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"exp\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (same_period_user_mask)],\n",
    "    color=\"orange\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"control\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"green\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"exp diff user\",\n",
    ")\n",
    "plot_hourly_upvote_rate(\n",
    "    clip_df[(~clip_df[\"in_fe_exp\"]) & (same_model_mask) & (~same_period_user_mask)],\n",
    "    color=\"red\",\n",
    "    column_name=\"downvoted\",\n",
    "    label=\"control diff user\",\n",
    ")\n",
    "plt.title(\"Hourly Downvote Rate with Error Bars\")\n",
    "plt.xlabel(\"Date and Hour\")\n",
    "plt.ylabel(\"Downvote Rate\")\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:47.643308Z",
     "iopub.status.busy": "2024-10-27T18:39:47.643156Z",
     "iopub.status.idle": "2024-10-27T18:39:50.419840Z",
     "shell.execute_reply": "2024-10-27T18:39:50.419237Z",
     "shell.execute_reply.started": "2024-10-27T18:39:47.643292Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-s-8: 826520 (65.64%)\n",
      "chirp-v3p5-engine-b: 353856 (28.10%)\n",
      "chirp-v3p5-engine-t-5: 41246 (3.28%)\n",
      "chirp-v3p5-engine-s-29: 26877 (2.13%)\n",
      "chirp-v3p5-engine-upload-4: 5645 (0.45%)\n",
      "chirp-v3p5-engine-fp8: 1154 (0.09%)\n",
      "chirp-v3-engine-i: 649 (0.05%)\n",
      "chirp-v3p5-engine-s-29-2: 438 (0.03%)\n",
      "chirp-v3p5-engine-s-29-1: 367 (0.03%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 289 (0.02%)\n",
      "chirp-v3p5-engine-t-5-8: 272 (0.02%)\n",
      "chirp-v3p5-engine-t-5-7: 222 (0.02%)\n",
      "chirp-v3p5-engine-ft-1: 219 (0.02%)\n",
      "chirp-v3p5-engine-t-5-3: 196 (0.02%)\n",
      "chirp-v3p5-engine-t-3: 175 (0.01%)\n",
      "chirp-v3p5-engine-t-5-10: 157 (0.01%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 131 (0.01%)\n",
      "chirp-v3p5-engine-t-5-11: 127 (0.01%)\n",
      "chirp-v3p5-engine-t-5-1: 120 (0.01%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 80 (0.01%)\n",
      "chirp-v3p5-engine-t-5-9: 80 (0.01%)\n",
      "chirp-v3p5-engine-s-29-3: 79 (0.01%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 56 (0.00%)\n",
      "chirp-v3p5-engine-t-5-4: 48 (0.00%)\n",
      "chirp-v2-xxl-alpha: 48 (0.00%)\n",
      "chirp-v3p5-engine-t-5-5: 39 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(clip_df[clip_df[\"has_stems\"]], \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:50.420568Z",
     "iopub.status.busy": "2024-10-27T18:39:50.420407Z",
     "iopub.status.idle": "2024-10-27T18:39:51.990815Z",
     "shell.execute_reply": "2024-10-27T18:39:51.990291Z",
     "shell.execute_reply.started": "2024-10-27T18:39:50.420552Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "model_name\n",
       "chirp-v3p5-engine-t-5                     547863\n",
       "chirp-v3p5-engine-t-5_s_max_t_13_tag_2     48913\n",
       "chirp-v3p5-engine-t-5_s_30_t_12_tag_2      48694\n",
       "chirp-v3p5-engine-t-5_s_max_t_12_tag_2     48529\n",
       "chirp-v3p5-engine-t-5_s_max_t_14_tag_2     48414\n",
       "chirp-v3p5-engine-t-3                      10164\n",
       "chirp-v3p5-engine-t-5-11                    4319\n",
       "chirp-v3p5-engine-t-5-9                     4038\n",
       "chirp-v3p5-engine-t-5-8                     3764\n",
       "chirp-v3p5-engine-t-5-10                    3677\n",
       "chirp-v3p5-engine-t-5_s_max_t_14_tag_3      3244\n",
       "chirp-v3p5-engine-t-5_s_max_t_13_tag_3      3190\n",
       "chirp-v3p5-engine-t-5_s_max_t_12_tag_3      3115\n",
       "chirp-v3p5-engine-t-5_s_30_t_12_tag_3       3115\n",
       "chirp-v3p5-engine-t-5-7                     2073\n",
       "chirp-v3p5-engine-t-5-6-b40                 2032\n",
       "chirp-v3p5-engine-t-5-3                     1745\n",
       "chirp-v3p5-engine-t-5-5-b40                 1353\n",
       "chirp-v3p5-engine-t-5-1                     1006\n",
       "chirp-v3p5-engine-t-5-2-b40                  889\n",
       "chirp-v3p5-engine-t-5-1-b40                  799\n",
       "chirp-v3p5-engine-t-5-5                      611\n",
       "chirp-v3p5-engine-b                          602\n",
       "chirp-v3p5-engine-t-5-4                      368\n",
       "chirp-v3p5-engine-t-3_s_max_t_12_tag_3         1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"cover\")][\"model_name\"].value_counts() # [[\"model_name\", \"s3_id\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:51.991543Z",
     "iopub.status.busy": "2024-10-27T18:39:51.991390Z",
     "iopub.status.idle": "2024-10-27T18:39:52.855690Z",
     "shell.execute_reply": "2024-10-27T18:39:52.855179Z",
     "shell.execute_reply.started": "2024-10-27T18:39:51.991528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "model_name\n",
       "chirp-v3p5-engine-t-5                     86123\n",
       "chirp-v3p5-engine-t-5_s_max_t_12_tag_2     7746\n",
       "chirp-v3p5-engine-t-5_s_max_t_13_tag_2     7742\n",
       "chirp-v3p5-engine-t-5_s_30_t_12_tag_2      7709\n",
       "chirp-v3p5-engine-t-5_s_max_t_14_tag_2     7696\n",
       "chirp-v3p5-engine-s-8                      3009\n",
       "chirp-v3p5-engine-t-3                      1347\n",
       "chirp-v3p5-engine-t-5-11                    775\n",
       "chirp-v3p5-engine-t-5-8                     685\n",
       "chirp-v3p5-engine-t-5-10                    559\n",
       "chirp-v3p5-engine-t-5-9                     484\n",
       "chirp-v3p5-engine-t-5_s_max_t_13_tag_3      398\n",
       "chirp-v3p5-engine-t-5_s_max_t_14_tag_3      390\n",
       "chirp-v3p5-engine-t-5_s_max_t_12_tag_3      363\n",
       "chirp-v3p5-engine-t-5_s_30_t_12_tag_3       354\n",
       "chirp-v3p5-engine-t-5-6-b40                 350\n",
       "chirp-v3p5-engine-t-5-7                     344\n",
       "chirp-v3p5-engine-t-5-3                     291\n",
       "chirp-v3p5-engine-t-5-5-b40                 219\n",
       "chirp-v3p5-engine-s-29                      204\n",
       "chirp-v3p5-engine-t-5-2-b40                 185\n",
       "chirp-v3p5-engine-b                         164\n",
       "chirp-v3p5-engine-t-5-1                     135\n",
       "chirp-v3p5-engine-t-5-5                     114\n",
       "chirp-v3p5-engine-t-5-1-b40                 102\n",
       "chirp-v3p5-engine-t-5-4                      75\n",
       "chirp-v3p5-engine-fp8                         1\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"infill\")][\"model_name\"].value_counts() # [[\"model_name\", \"s3_id\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:52.856397Z",
     "iopub.status.busy": "2024-10-27T18:39:52.856248Z",
     "iopub.status.idle": "2024-10-27T18:39:55.440701Z",
     "shell.execute_reply": "2024-10-27T18:39:55.440133Z",
     "shell.execute_reply.started": "2024-10-27T18:39:52.856381Z"
    }
   },
   "outputs": [],
   "source": [
    "test_request_ids = user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"infill\") & (user_intersting_clips_3p5[\"model_name\"] == \"chirp-v3p5-engine-t-5_s_max_t_13_tag_3\")][\"request_id\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:55.441436Z",
     "iopub.status.busy": "2024-10-27T18:39:55.441285Z",
     "iopub.status.idle": "2024-10-27T18:39:59.989282Z",
     "shell.execute_reply": "2024-10-27T18:39:59.988795Z",
     "shell.execute_reply.started": "2024-10-27T18:39:55.441421Z"
    }
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>s3_id</th>\n",
       "      <th>preference</th>\n",
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      ],
      "text/plain": [
       "                                        s3_id  preference                              model_name\n",
       "8708196  2ac3561e-db72-4bf9-b3c2-e67489681a66       False  chirp-v3p5-engine-t-5_s_max_t_13_tag_3\n",
       "8708197  f5094fcc-8461-4376-b7d2-59282f417446        True                   chirp-v3p5-engine-t-5\n",
       "8721270  1f2203fb-6d68-4a8f-9785-977662d7f67a       False  chirp-v3p5-engine-t-5_s_max_t_13_tag_3\n",
       "8721271  93213519-f39d-4878-8631-01ea96a80094        True                   chirp-v3p5-engine-t-5\n",
       "8737058  88ed74fa-ae66-4044-b8db-7e88d6adb662       False  chirp-v3p5-engine-t-5_s_max_t_13_tag_3\n",
       "8737059  f7752785-8b9d-4da1-b6f9-ac85819f05ec        True                   chirp-v3p5-engine-t-5\n",
       "8783226  144e96cc-87f2-48ee-8ec1-bf12ebb67ec2       False                   chirp-v3p5-engine-t-5\n",
       "8783227  9e05c11e-3e18-4c8c-9315-50f14bcf3ef7        True  chirp-v3p5-engine-t-5_s_max_t_13_tag_3\n",
       "8783808  9d3ce593-fc79-41f8-86ad-4c9f644a78d9       False                   chirp-v3p5-engine-t-5\n",
       "8783809  088dbd16-7b91-4316-b3fe-db85473bd9fe        True  chirp-v3p5-engine-t-5_s_max_t_13_tag_3"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_intersting_clips_3p5[user_intersting_clips_3p5[\"request_id\"].isin(test_request_ids)][[\"s3_id\", \"preference\", \"model_name\"]].tail(n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:39:59.989987Z",
     "iopub.status.busy": "2024-10-27T18:39:59.989840Z",
     "iopub.status.idle": "2024-10-27T18:40:08.091343Z",
     "shell.execute_reply": "2024-10-27T18:40:08.090771Z",
     "shell.execute_reply.started": "2024-10-27T18:39:59.989972Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-t-5: 3604735 (94.86%)\n",
      "chirp-v3p5-engine-t-3: 51144 (1.35%)\n",
      "chirp-v3p5-engine-t-5-11: 20102 (0.53%)\n",
      "chirp-v3p5-engine-t-5-8: 18745 (0.49%)\n",
      "chirp-v3p5-engine-t-5-9: 17889 (0.47%)\n",
      "chirp-v3p5-engine-b: 17342 (0.46%)\n",
      "chirp-v3p5-engine-t-5-10: 17047 (0.45%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 10248 (0.27%)\n",
      "chirp-v3p5-engine-t-5-7: 10092 (0.27%)\n",
      "chirp-v3p5-engine-t-5-3: 8530 (0.22%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 6551 (0.17%)\n",
      "chirp-v3p5-engine-t-5-1: 4836 (0.13%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 4174 (0.11%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 3688 (0.10%)\n",
      "chirp-v3p5-engine-t-5-5: 3124 (0.08%)\n",
      "chirp-v3p5-engine-t-5-4: 1780 (0.05%)\n",
      "chirp-v3-engine-i: 52 (0.00%)\n",
      "chirp-v3p5-engine-s-8: 26 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(clip_df[clip_df[\"task\"] == \"cover\"], \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:40:08.092080Z",
     "iopub.status.busy": "2024-10-27T18:40:08.091928Z",
     "iopub.status.idle": "2024-10-27T18:40:13.322630Z",
     "shell.execute_reply": "2024-10-27T18:40:13.322038Z",
     "shell.execute_reply.started": "2024-10-27T18:40:08.092063Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chirp-v3p5-engine-t-5: 759361 (92.62%)\n",
      "chirp-v3p5-engine-s-8: 18295 (2.23%)\n",
      "chirp-v3p5-engine-t-3: 9519 (1.16%)\n",
      "chirp-v3p5-engine-t-5-11: 4961 (0.61%)\n",
      "chirp-v3p5-engine-t-5-8: 4630 (0.56%)\n",
      "chirp-v3p5-engine-t-5-10: 3541 (0.43%)\n",
      "chirp-v3p5-engine-b: 3426 (0.42%)\n",
      "chirp-v3p5-engine-t-5-9: 3319 (0.40%)\n",
      "chirp-v3p5-engine-t-5-7: 2238 (0.27%)\n",
      "chirp-v3p5-engine-t-5-6-b40: 2118 (0.26%)\n",
      "chirp-v3p5-engine-t-5-3: 2025 (0.25%)\n",
      "chirp-v3p5-engine-t-5-5-b40: 1397 (0.17%)\n",
      "chirp-v3p5-engine-s-29: 1015 (0.12%)\n",
      "chirp-v3p5-engine-t-5-1: 895 (0.11%)\n",
      "chirp-v3p5-engine-t-5-2-b40: 862 (0.11%)\n",
      "chirp-v3p5-engine-t-5-5: 692 (0.08%)\n",
      "chirp-v3p5-engine-t-5-1-b40: 671 (0.08%)\n",
      "chirp-v3p5-engine-t-5-4: 490 (0.06%)\n",
      "chirp-v3-engine-i: 244 (0.03%)\n",
      "chirp-v2-xxl-alpha: 64 (0.01%)\n",
      "chirp-v3p5-engine-fp8: 52 (0.01%)\n",
      "chirp-v3p5-engine-ft-1: 10 (0.00%)\n",
      "chirp-v3p5-engine-s-29-1: 3 (0.00%)\n"
     ]
    }
   ],
   "source": [
    "print_out_value_counts_nicely(clip_df[clip_df[\"task\"] == \"infill\"], \"model_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:40:13.323373Z",
     "iopub.status.busy": "2024-10-27T18:40:13.323220Z",
     "iopub.status.idle": "2024-10-27T18:40:14.601347Z",
     "shell.execute_reply": "2024-10-27T18:40:14.600851Z",
     "shell.execute_reply.started": "2024-10-27T18:40:13.323358Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>time_used</th>\n",
       "      <th>user_id</th>\n",
       "      <th>upvote_count</th>\n",
       "      <th>batch_index</th>\n",
       "      <th>dislike_count</th>\n",
       "      <th>flag_count</th>\n",
       "      <th>play_count</th>\n",
       "      <th>skip_count</th>\n",
       "      <th>duration</th>\n",
       "      <th>hour</th>\n",
       "      <th>user_n_clips</th>\n",
       "      <th>diff_preference</th>\n",
       "      <th>reaction_play_count</th>\n",
       "      <th>reaction_pro_play_count</th>\n",
       "      <th>total_start_s</th>\n",
       "      <th>total_clip_s</th>\n",
       "      <th>concat_play_counts</th>\n",
       "      <th>concat_likes</th>\n",
       "      <th>concat_dislikes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5.128000e+04</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>5.128000e+04</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.0</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>51280.000000</td>\n",
       "      <td>50231.000000</td>\n",
       "      <td>18388.000000</td>\n",
       "      <td>18388.000000</td>\n",
       "      <td>18388.000000</td>\n",
       "      <td>18388.000000</td>\n",
       "      <td>18388.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.832006e+07</td>\n",
       "      <td>41.860438</td>\n",
       "      <td>2.577363e+07</td>\n",
       "      <td>0.191868</td>\n",
       "      <td>0.500215</td>\n",
       "      <td>0.128062</td>\n",
       "      <td>0.003296</td>\n",
       "      <td>3.333463</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46.743370</td>\n",
       "      <td>12.558853</td>\n",
       "      <td>901.166693</td>\n",
       "      <td>0.288612</td>\n",
       "      <td>3.323225</td>\n",
       "      <td>3.218371</td>\n",
       "      <td>0.009397</td>\n",
       "      <td>179.070383</td>\n",
       "      <td>10.910268</td>\n",
       "      <td>0.473080</td>\n",
       "      <td>0.017511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.525228e+07</td>\n",
       "      <td>36.240958</td>\n",
       "      <td>1.847590e+07</td>\n",
       "      <td>0.396685</td>\n",
       "      <td>0.500005</td>\n",
       "      <td>0.334162</td>\n",
       "      <td>0.057313</td>\n",
       "      <td>58.410171</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.125553</td>\n",
       "      <td>6.810945</td>\n",
       "      <td>1192.261851</td>\n",
       "      <td>0.736833</td>\n",
       "      <td>57.723847</td>\n",
       "      <td>55.354863</td>\n",
       "      <td>0.901052</td>\n",
       "      <td>63.003772</td>\n",
       "      <td>194.732178</td>\n",
       "      <td>3.103705</td>\n",
       "      <td>0.187492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.536560e+05</td>\n",
       "      <td>2.248691</td>\n",
       "      <td>1.878000e+03</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.920000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.480000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.713315e+07</td>\n",
       "      <td>21.950353</td>\n",
       "      <td>8.927250e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>144.990000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.022720e+07</td>\n",
       "      <td>27.567639</td>\n",
       "      <td>2.241871e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>516.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>188.880000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.996769e+07</td>\n",
       "      <td>39.204737</td>\n",
       "      <td>4.529605e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.240000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>1071.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>224.520000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.998400e+07</td>\n",
       "      <td>403.597336</td>\n",
       "      <td>5.667896e+07</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12077.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>245.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>9058.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>11979.000000</td>\n",
       "      <td>11979.000000</td>\n",
       "      <td>86.400000</td>\n",
       "      <td>359.799979</td>\n",
       "      <td>15126.000000</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              index     time_used       user_id  upvote_count   batch_index  dislike_count    flag_count    play_count  skip_count      duration          hour  user_n_clips  diff_preference  reaction_play_count  reaction_pro_play_count  total_start_s  total_clip_s  concat_play_counts  concat_likes  concat_dislikes\n",
       "count  5.128000e+04  51280.000000  5.128000e+04  51280.000000  51280.000000   51280.000000  51280.000000  51280.000000     51280.0  51280.000000  51280.000000  51280.000000     51280.000000         51280.000000             50231.000000   18388.000000  18388.000000        18388.000000  18388.000000     18388.000000\n",
       "mean   4.832006e+07     41.860438  2.577363e+07      0.191868      0.500215       0.128062      0.003296      3.333463         0.0     46.743370     12.558853    901.166693         0.288612             3.323225                 3.218371       0.009397    179.070383           10.910268      0.473080         0.017511\n",
       "std    2.525228e+07     36.240958  1.847590e+07      0.396685      0.500005       0.334162      0.057313     58.410171         0.0     43.125553      6.810945   1192.261851         0.736833            57.723847                55.354863       0.901052     63.003772          194.732178      3.103705         0.187492\n",
       "min    2.536560e+05      2.248691  1.878000e+03     -1.000000      0.000000       0.000000      0.000000      1.000000         0.0      2.920000      0.000000      2.000000        -1.000000             1.000000                 1.000000       0.000000      2.480000            1.000000      0.000000         0.000000\n",
       "25%    2.713315e+07     21.950353  8.927250e+06      0.000000      0.000000       0.000000      0.000000      1.000000         0.0     22.000000      7.000000    250.000000         0.000000             1.000000                 1.000000       0.000000    144.990000            2.000000      0.000000         0.000000\n",
       "50%    5.022720e+07     27.567639  2.241871e+07      0.000000      1.000000       0.000000      0.000000      2.000000         0.0     30.000000     13.000000    516.000000         0.000000             2.000000                 2.000000       0.000000    188.880000            3.000000      0.000000         0.000000\n",
       "75%    6.996769e+07     39.204737  4.529605e+07      0.000000      1.000000       0.000000      0.000000      3.000000         0.0     40.240000     18.000000   1071.000000         1.000000             3.000000                 3.000000       0.000000    224.520000            6.000000      1.000000         0.000000\n",
       "max    8.998400e+07    403.597336  5.667896e+07      6.000000      1.000000       1.000000      1.000000  12077.000000         0.0    245.000000     23.000000   9058.000000         1.000000         11979.000000             11979.000000      86.400000    359.799979        15126.000000    223.000000        15.000000"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_interesting_clips[(final_interesting_clips[\"task\"] == \"infill\") & (final_interesting_clips[\"model_name\"] == \"chirp-v3p5-engine-t-5\")].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:40:14.602036Z",
     "iopub.status.busy": "2024-10-27T18:40:14.601889Z",
     "iopub.status.idle": "2024-10-27T18:40:14.942548Z",
     "shell.execute_reply": "2024-10-27T18:40:14.942095Z",
     "shell.execute_reply.started": "2024-10-27T18:40:14.602021Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>created_at</th>\n",
       "      <th>s3_id</th>\n",
       "      <th>play_count</th>\n",
       "      <th>reaction_play_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4155987</th>\n",
       "      <td>2024-10-27 06:09:02.571209+00:00</td>\n",
       "      <td>84d8965c-e9fc-4150-bbc6-d0d0b894a5b9</td>\n",
       "      <td>1405</td>\n",
       "      <td>1371.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4219305</th>\n",
       "      <td>2024-10-19 15:08:01.513124+00:00</td>\n",
       "      <td>470ba717-8c1e-46bd-ba78-b2c389d7459c</td>\n",
       "      <td>1746</td>\n",
       "      <td>1779.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4318567</th>\n",
       "      <td>2024-10-23 23:11:31.443439+00:00</td>\n",
       "      <td>b4eb0904-5a67-4740-8df2-c6f85085451c</td>\n",
       "      <td>4029</td>\n",
       "      <td>3853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5906599</th>\n",
       "      <td>2024-10-23 16:06:39.061081+00:00</td>\n",
       "      <td>a3f0af9b-bccf-4a01-b3b0-88fa1817ce33</td>\n",
       "      <td>1492</td>\n",
       "      <td>1450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6313867</th>\n",
       "      <td>2024-10-13 10:04:38.501503+00:00</td>\n",
       "      <td>09553419-2681-4826-8831-1a6e1c72b162</td>\n",
       "      <td>12077</td>\n",
       "      <td>11979.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8929339</th>\n",
       "      <td>2024-10-24 15:25:58.723109+00:00</td>\n",
       "      <td>5ed85665-eb93-4e6d-96d3-7632b59c769f</td>\n",
       "      <td>1478</td>\n",
       "      <td>1443.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              created_at                                 s3_id  play_count  reaction_play_count\n",
       "4155987 2024-10-27 06:09:02.571209+00:00  84d8965c-e9fc-4150-bbc6-d0d0b894a5b9        1405               1371.0\n",
       "4219305 2024-10-19 15:08:01.513124+00:00  470ba717-8c1e-46bd-ba78-b2c389d7459c        1746               1779.0\n",
       "4318567 2024-10-23 23:11:31.443439+00:00  b4eb0904-5a67-4740-8df2-c6f85085451c        4029               3853.0\n",
       "5906599 2024-10-23 16:06:39.061081+00:00  a3f0af9b-bccf-4a01-b3b0-88fa1817ce33        1492               1450.0\n",
       "6313867 2024-10-13 10:04:38.501503+00:00  09553419-2681-4826-8831-1a6e1c72b162       12077              11979.0\n",
       "8929339 2024-10-24 15:25:58.723109+00:00  5ed85665-eb93-4e6d-96d3-7632b59c769f        1478               1443.0"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_interesting_clips[(final_interesting_clips[\"task\"] == \"infill\") & (final_interesting_clips[\"play_count\"] > 1000)][[\"created_at\", \"s3_id\",  \"play_count\", \"reaction_play_count\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:40:14.943148Z",
     "iopub.status.busy": "2024-10-27T18:40:14.943010Z",
     "iopub.status.idle": "2024-10-27T18:40:14.974916Z",
     "shell.execute_reply": "2024-10-27T18:40:14.974466Z",
     "shell.execute_reply.started": "2024-10-27T18:40:14.943133Z"
    }
   },
   "outputs": [],
   "source": [
    "# plot_clip_distribution(clip_df[(clip_df[\"task\"] == \"infill\") & (clip_df[\"model_name\"] == \"chirp-v3p5-engine-s-8\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-27T18:40:14.975490Z",
     "iopub.status.busy": "2024-10-27T18:40:14.975357Z",
     "iopub.status.idle": "2024-10-27T18:40:15.013871Z",
     "shell.execute_reply": "2024-10-27T18:40:15.013440Z",
     "shell.execute_reply.started": "2024-10-27T18:40:14.975477Z"
    }
   },
   "outputs": [],
   "source": [
    "# clip_df[(clip_df[\"task\"] == \"infill\") & (clip_df[\"created_at\"] >= \"2024-10-11 17:20:00\")][\"model_name\"].value_counts() # [[\"model_name\", \"s3_id\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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