{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5785f631",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://github.com/suno-ai/glockenspiel/blob/main/suno_analytics/suno_analytics/preference_data_selection.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c20a2a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import sys\n",
    "# sys.path.insert(0, \"/home/georg/code/glockenspiel/suno_analytics/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ee56c21d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime\n",
    "from snowflake.core import Root\n",
    "from snowflake.snowpark import Session\n",
    "from snowflake.snowpark.functions import col as snow_col, upper, lit\n",
    "from snowflake.snowpark.functions import sum as snow_sum, avg, count, median\n",
    "\n",
    "CONNECTION_PARAMETERS = {\n",
    "    \"account\": \"fu90569.us-east-2.aws\",\n",
    "    \"user\": \"TONY\",\n",
    "    \"private_key_file\": \"/home/tony/.ssh/rsa_key.p8\",\n",
    "    \"role\": \"ACCOUNTADMIN\",\n",
    "    \"database\": \"SUNO_PROD\",\n",
    "    \"warehouse\": \"SUNO_PROD_LARGE\",  # \"SUNO_PROD_X_SMAL\",\n",
    "    \"schema\": \"PROD\",\n",
    "}\n",
    "snow_session = Session.builder.configs(CONNECTION_PARAMETERS).create()\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": 3,
   "id": "385c84fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: find all tracks with videos uploaded\n",
    "#  video duration\n",
    "#  then filter to 'good tracks'\n",
    "#   50% listen divided by 5% listen is high ratio with at least 5 datapoints (unique users?)\n",
    "#   effort score\n",
    "#  https://suno.com/song/81e17bbc-8c54-4208-ad53-2788dbb8fd6b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "35d77447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(80, 8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lower_cutoff = \"2025-07-21 00:00:00\"\n",
    "upper_cutoff = \"2025-07-21 01:00:00\"\n",
    "\n",
    "df = (\n",
    "    snow_session.table(\"rds_clip_video\")\n",
    "    .select(\n",
    "        \"clip_id\",\n",
    "        \"created_at\",\n",
    "        \"gif_s3_id\",\n",
    "        \"id\",\n",
    "        \"is_cover\",\n",
    "        \"p_date\",\n",
    "        \"updated_at\",\n",
    "        \"video_s3_id\",\n",
    "    )\n",
    "    .filter(\n",
    "        (snow_col(\"updated_at\") >= lower_cutoff)\n",
    "        & (snow_col(\"updated_at\") < upper_cutoff)\n",
    "    )\n",
    "    .filter(snow_col(\"video_s3_id\").is_not_null() & (snow_col(\"video_s3_id\") != \"\"))\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a67f5c28",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>CREATED_AT</th>\n",
       "      <th>GIF_S3_ID</th>\n",
       "      <th>ID</th>\n",
       "      <th>IS_COVER</th>\n",
       "      <th>P_DATE</th>\n",
       "      <th>UPDATED_AT</th>\n",
       "      <th>VIDEO_S3_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>c9f596b6-9d38-409d-a58f-7bdc86ee6658</td>\n",
       "      <td>2025-07-13 07:36:38.706508+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>89643e85-fc44-4dd6-b010-4533e147458e</td>\n",
       "      <td>True</td>\n",
       "      <td>2025-07-13</td>\n",
       "      <td>2025-07-21 00:08:53.886836+00:00</td>\n",
       "      <td>video_upload_0daacf19-9b8a-4eb5-aa2a-407ff8bfe219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>380c662a-3f35-4a39-a95e-216047ad3412</td>\n",
       "      <td>2025-07-11 07:21:36.111593+00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>93e7a655-7718-42aa-bcb1-461ad85eb6ec</td>\n",
       "      <td>True</td>\n",
       "      <td>2025-07-11</td>\n",
       "      <td>2025-07-21 00:36:55.695193+00:00</td>\n",
       "      <td>video_upload_2a98aafc-7af0-4325-a62b-da6cc0755b7e</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                CLIP_ID                       CREATED_AT  \\\n",
       "0  c9f596b6-9d38-409d-a58f-7bdc86ee6658 2025-07-13 07:36:38.706508+00:00   \n",
       "1  380c662a-3f35-4a39-a95e-216047ad3412 2025-07-11 07:21:36.111593+00:00   \n",
       "\n",
       "  GIF_S3_ID                                    ID  IS_COVER      P_DATE  \\\n",
       "0      None  89643e85-fc44-4dd6-b010-4533e147458e      True  2025-07-13   \n",
       "1      None  93e7a655-7718-42aa-bcb1-461ad85eb6ec      True  2025-07-11   \n",
       "\n",
       "                        UPDATED_AT  \\\n",
       "0 2025-07-21 00:08:53.886836+00:00   \n",
       "1 2025-07-21 00:36:55.695193+00:00   \n",
       "\n",
       "                                         VIDEO_S3_ID  \n",
       "0  video_upload_0daacf19-9b8a-4eb5-aa2a-407ff8bfe219  \n",
       "1  video_upload_2a98aafc-7af0-4325-a62b-da6cc0755b7e  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b14fd5c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15742, 3)\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>AVERAGE_LISTEN_FRACTION</th>\n",
       "      <th>UNIQUE_USERS</th>\n",
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       "      <td>49</td>\n",
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      "text/plain": [
       "                                CLIP_ID  AVERAGE_LISTEN_FRACTION  UNIQUE_USERS\n",
       "0  34ed244e-5ff4-430d-83d0-67aff991a7ba                 0.126272            49\n",
       "1  383aa824-e5a4-476a-8392-3a598d8a9a60                 0.157509          2871"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lower_cutoff = \"2025-06-01 00:00:00\"\n",
    "upper_cutoff = \"2025-07-01 01:00:00\"\n",
    "\n",
    "\n",
    "# Step 1: Get qualifying clip IDs from rds_clip_video\n",
    "video_clips_df = (\n",
    "    snow_session.table(\"rds_clip_video\")\n",
    "    .filter(\n",
    "        (snow_col(\"updated_at\") >= lower_cutoff)\n",
    "        & (snow_col(\"updated_at\") < upper_cutoff)\n",
    "    )\n",
    "    .filter(snow_col(\"video_s3_id\").is_not_null() & (snow_col(\"video_s3_id\") != \"\"))\n",
    "    .select(\"clip_id\")\n",
    ")\n",
    "\n",
    "# Step 2: Filter agg_play_info_hourly to these clips\n",
    "filtered_agg_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .join(video_clips_df, on=\"clip_id\")\n",
    "    .filter(snow_col(\"is_user_song_owner\") == False)\n",
    ")\n",
    "\n",
    "# Step 3: Per-user aggregation\n",
    "per_user_df = filtered_agg_df.group_by(\"clip_id\", \"user_id\").agg(\n",
    "    (snow_sum(snow_col(\"play_duration_sec\")) / snow_sum(snow_col(\"play_cnt\"))).alias(\n",
    "        \"user_avg_duration\"\n",
    "    )\n",
    ")\n",
    "\n",
    "# Step 4: Per-clip aggregation\n",
    "per_clip_df = (\n",
    "    per_user_df.group_by(\"clip_id\")\n",
    "    .agg(\n",
    "        count(snow_col(\"user_id\")).alias(\"unique_users\"),\n",
    "        avg(snow_col(\"user_avg_duration\")).alias(\"mean_user_avg_duration\"),\n",
    "    )\n",
    "    .filter(snow_col(\"unique_users\") >= 3)\n",
    ")\n",
    "\n",
    "# Step 5: Join with dim_clip for duration\n",
    "joined_df = per_clip_df.join(\n",
    "    snow_session.table(\"dim_clip\").select(\"clip_id\", \"duration_sec\"), on=\"clip_id\"\n",
    ")\n",
    "\n",
    "# Step 6: Compute final score\n",
    "final_df = (\n",
    "    joined_df.select(\n",
    "        \"clip_id\",\n",
    "        (snow_col(\"mean_user_avg_duration\") / snow_col(\"duration_sec\")).alias(\n",
    "            \"average_listen_fraction\"\n",
    "        ),\n",
    "        snow_col(\"unique_users\"),\n",
    "    )\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "print(final_df.shape)\n",
    "final_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c0c459e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# why listening fraction >1?\n",
    "# add confidence: number of unique listeners\n",
    "# only v4.5+\n",
    "# add clip duration more than 1min?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "724594d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>AVERAGE_LISTEN_FRACTION</th>\n",
       "      <th>UNIQUE_USERS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4414</th>\n",
       "      <td>5d08fd49-0747-4660-a3d7-9ab080768646</td>\n",
       "      <td>0.984222</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14951</th>\n",
       "      <td>3cd303c6-e4a7-4417-b135-c41ee858cd6b</td>\n",
       "      <td>0.935824</td>\n",
       "      <td>323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14980</th>\n",
       "      <td>cb9ccf77-1d1a-46fd-919b-a0674808d5c1</td>\n",
       "      <td>0.629657</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6977</th>\n",
       "      <td>12baf150-5886-4ab6-aa34-a37e9f35775a</td>\n",
       "      <td>0.551283</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3455</th>\n",
       "      <td>0b3acd60-cd92-44d2-8f46-db1a44d759e1</td>\n",
       "      <td>0.549076</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12695</th>\n",
       "      <td>304d337d-97ee-4e2f-a980-43b6b944548a</td>\n",
       "      <td>0.545092</td>\n",
       "      <td>3429</td>\n",
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       "    <tr>\n",
       "      <th>12688</th>\n",
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       "      <td>0.544580</td>\n",
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       "      <td>52</td>\n",
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       "    <tr>\n",
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       "      <td>0848a548-75fa-48cb-9558-2b777caa9b32</td>\n",
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       "      <td>270</td>\n",
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       "    <tr>\n",
       "      <th>7912</th>\n",
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       "      <td>0.504334</td>\n",
       "      <td>53</td>\n",
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       "    <tr>\n",
       "      <th>1574</th>\n",
       "      <td>19fa6361-9825-4eba-8892-048ceb68ddd5</td>\n",
       "      <td>0.500600</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>7c3cc10f-e8b5-483b-8c07-ea3d27e967cc</td>\n",
       "      <td>0.493566</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7071</th>\n",
       "      <td>621316a3-c1b9-4fcf-abdb-e9d8fd21a964</td>\n",
       "      <td>0.489833</td>\n",
       "      <td>50</td>\n",
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       "    <tr>\n",
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       "      <td>05ead9ea-6260-446a-a7f3-c8d49bce267a</td>\n",
       "      <td>0.487515</td>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11835</th>\n",
       "      <td>01bda010-75e6-4209-9a70-188db07d8d10</td>\n",
       "      <td>0.486835</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4102</th>\n",
       "      <td>3e1b5a2d-b54b-45c8-975c-099490cf3b24</td>\n",
       "      <td>0.486170</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8415</th>\n",
       "      <td>3e1feefe-56de-4674-9aaa-f842cf61c152</td>\n",
       "      <td>0.479800</td>\n",
       "      <td>64</td>\n",
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       "    <tr>\n",
       "      <th>1852</th>\n",
       "      <td>bd118800-8bad-45df-a011-14f28379c709</td>\n",
       "      <td>0.478752</td>\n",
       "      <td>61</td>\n",
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       "    <tr>\n",
       "      <th>12938</th>\n",
       "      <td>cebe1bd2-f13c-490c-8a0f-e90ddb73ca4e</td>\n",
       "      <td>0.472484</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                                    CLIP_ID  AVERAGE_LISTEN_FRACTION  \\\n",
       "4414   5d08fd49-0747-4660-a3d7-9ab080768646                 0.984222   \n",
       "14951  3cd303c6-e4a7-4417-b135-c41ee858cd6b                 0.935824   \n",
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       "3455   0b3acd60-cd92-44d2-8f46-db1a44d759e1                 0.549076   \n",
       "12695  304d337d-97ee-4e2f-a980-43b6b944548a                 0.545092   \n",
       "12688  7c020714-999b-4fbd-8744-346c50f640b7                 0.544580   \n",
       "8460   0e065743-d2f7-4b57-8e17-355e7bd556f5                 0.535397   \n",
       "9128   0848a548-75fa-48cb-9558-2b777caa9b32                 0.522479   \n",
       "6430   0b08daa1-36ed-40c0-a3dd-09b446bbf631                 0.506047   \n",
       "7912   ddf3637a-e302-41a3-87e7-21837b35d48c                 0.504334   \n",
       "1574   19fa6361-9825-4eba-8892-048ceb68ddd5                 0.500600   \n",
       "667    7c3cc10f-e8b5-483b-8c07-ea3d27e967cc                 0.493566   \n",
       "7071   621316a3-c1b9-4fcf-abdb-e9d8fd21a964                 0.489833   \n",
       "14287  05ead9ea-6260-446a-a7f3-c8d49bce267a                 0.487515   \n",
       "11835  01bda010-75e6-4209-9a70-188db07d8d10                 0.486835   \n",
       "4102   3e1b5a2d-b54b-45c8-975c-099490cf3b24                 0.486170   \n",
       "8415   3e1feefe-56de-4674-9aaa-f842cf61c152                 0.479800   \n",
       "1852   bd118800-8bad-45df-a011-14f28379c709                 0.478752   \n",
       "12938  cebe1bd2-f13c-490c-8a0f-e90ddb73ca4e                 0.472484   \n",
       "\n",
       "       UNIQUE_USERS  \n",
       "4414             92  \n",
       "14951           323  \n",
       "14980            58  \n",
       "6977             75  \n",
       "3455             60  \n",
       "12695          3429  \n",
       "12688            52  \n",
       "8460             52  \n",
       "9128            151  \n",
       "6430            270  \n",
       "7912             53  \n",
       "1574             91  \n",
       "667             119  \n",
       "7071             50  \n",
       "14287           162  \n",
       "11835            58  \n",
       "4102            485  \n",
       "8415             64  \n",
       "1852             61  \n",
       "12938            91  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df[final_df[\"UNIQUE_USERS\"] >= 50].sort_values(\n",
    "    by=\"AVERAGE_LISTEN_FRACTION\", ascending=False\n",
    ").head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "177cc265",
   "metadata": {},
   "outputs": [],
   "source": [
    "# find lyrics that were used at least 50 times\n",
    "# find lyrics with a comment that contains the word lyrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "2083af96",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import matplotlib.pyplot as plt\n",
    "\n",
    "# plt.figure(figsize=(10, 4))\n",
    "# plt.plot(per_day_df[\"P_DATE\"], per_day_df[\"MEDIAN_DAILY_LISTEN_SEC\"])\n",
    "# plt.xlabel(\"Date\")\n",
    "# plt.ylabel(\"Median Listen Seconds\")\n",
    "# plt.title(\"Median Daily Listening Time per User (Non-Own Tracks)\")\n",
    "# plt.xticks(rotation=45)\n",
    "# plt.tight_layout()\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be37b117",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# listening to other people's songs\n",
    "\n",
    "# 0) Get user_ids of web paying users\n",
    "web_paid_users_df = (\n",
    "    snow_session.table(\"dim_user\")\n",
    "    .filter(snow_col(\"stripe_customer_id\").is_not_null())\n",
    "    #     .filter(snow_col(\"stripe_customer_id\").is_null())\n",
    "    .select(\"user_id\")\n",
    ")\n",
    "\n",
    "# 1) Aggregate per user per day\n",
    "per_user_day_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .join(web_paid_users_df, on=\"user_id\")\n",
    "    .filter(snow_col(\"is_user_song_owner\") == False)\n",
    "    .group_by(\"user_id\", \"p_date\")\n",
    "    .agg(snow_sum(snow_col(\"play_duration_sec\")).alias(\"daily_listen_sec\"))\n",
    ")\n",
    "\n",
    "# 2) Aggregate per day: median of user totals\n",
    "per_day_df = (\n",
    "    per_user_day_df.group_by(\"p_date\")\n",
    "    .agg(median(snow_col(\"daily_listen_sec\")).alias(\"median_daily_listen_sec\"))\n",
    "    .order_by(\"p_date\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "# trim last partial day\n",
    "per_day_df = per_day_df.iloc[:-1]\n",
    "per_day_df[\"P_DATE\"] = pd.to_datetime(per_day_df[\"P_DATE\"])\n",
    "per_day_df = per_day_df[per_day_df[\"P_DATE\"] >= \"2024-11-01\"]\n",
    "\n",
    "# Find last date\n",
    "last_date = per_day_df[\"P_DATE\"].max()\n",
    "\n",
    "# Sort by date just in case\n",
    "per_day_df = per_day_df.sort_values(\"P_DATE\")\n",
    "\n",
    "# Create 7-day bins ending on last_date\n",
    "# Using '7D' frequency and right-aligned labels\n",
    "weekly_sum = (\n",
    "    per_day_df.set_index(\"P_DATE\")\n",
    "    .resample(\"7D\", label=\"right\", closed=\"right\", origin=last_date)\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ").iloc[1:]\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(weekly_sum[\"P_DATE\"], weekly_sum[\"MEDIAN_DAILY_LISTEN_SEC\"] / 60, \".-\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Listening time (mins)\")\n",
    "# plt.title(\"Weekly Sum of Median Daily Listening Time per User\")\n",
    "plt.title(\"Average weekly listening time to other songs\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fba51216",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>CONTENT</th>\n",
       "      <th>USER_ID</th>\n",
       "      <th>CREATED_AT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>112aa60c-f3a6-4466-825a-48558d0b8bc1</td>\n",
       "      <td>These lyrics are *chefs kiss*</td>\n",
       "      <td>172918</td>\n",
       "      <td>2025-01-30 04:25:30.951568+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8bd0a976-61e1-422f-b92b-c2748c585695</td>\n",
       "      <td>I love your song. The lyrics are so accurate a...</td>\n",
       "      <td>61170438</td>\n",
       "      <td>2025-02-05 17:53:42.850308+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                CLIP_ID  \\\n",
       "0  112aa60c-f3a6-4466-825a-48558d0b8bc1   \n",
       "1  8bd0a976-61e1-422f-b92b-c2748c585695   \n",
       "\n",
       "                                             CONTENT   USER_ID  \\\n",
       "0                     These lyrics are *chefs kiss*     172918   \n",
       "1  I love your song. The lyrics are so accurate a...  61170438   \n",
       "\n",
       "                        CREATED_AT  \n",
       "0 2025-01-30 04:25:30.951568+00:00  \n",
       "1 2025-02-05 17:53:42.850308+00:00  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Subquery: clips updated in June\n",
    "updated_clips_df = (\n",
    "    snow_session.table(\"rds_clip_extra\")\n",
    "    .filter(\n",
    "        (snow_col(\"updated_at\") >= \"2025-06-01\")\n",
    "        & (snow_col(\"updated_at\") < \"2025-07-01\")\n",
    "    )\n",
    "    .select(\"clip_id\")\n",
    ")\n",
    "\n",
    "# Join comments to those clips\n",
    "df = (\n",
    "    snow_session.table(\"rds_clip_comment\")\n",
    "    .join(updated_clips_df, on=\"clip_id\")\n",
    "    .filter(upper(snow_col(\"content\")).like(lit(\"%LYRICS%\")))\n",
    "    .select(\"clip_id\", \"content\", \"user_id\", \"created_at\")\n",
    "    .order_by(\"created_at\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "afd49f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CLIP_ID\n",
       "b4451ee9-1e56-40ef-ad1b-4e4f7db66ace    27\n",
       "adf82a39-dbe4-41e4-a1d2-210613049118    25\n",
       "a28da458-044b-41c1-9b76-359cc68d4cf4    25\n",
       "c2ccd5ed-f45d-4ce7-bcd4-5cb32a324dc9    25\n",
       "64c0df26-2501-410a-8bc4-31a68a031e0c    25\n",
       "                                        ..\n",
       "7a9f8187-1a95-4081-a2d5-83d422fa596d     1\n",
       "e547f02f-86c4-480b-92a7-70b759e9917d     1\n",
       "4d849366-3f79-459d-97a4-6a82a6805e17     1\n",
       "bc964663-d02d-4c5f-a11b-9d5e424863a2     1\n",
       "e18680bd-1e27-4f17-9af1-c98d0be04c6e     1\n",
       "Name: count, Length: 10506, dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"CLIP_ID\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26717908",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # Get all comments\n",
    "# df = (\n",
    "#     snow_session.table(\"rds_clip_comment\")\n",
    "#     .select(\n",
    "#         \"clip_id\",\n",
    "#         \"content\",\n",
    "#         \"user_id\",\n",
    "#         \"created_at\"\n",
    "#     )\n",
    "#     .order_by(\"created_at\")\n",
    "#     .collect_nowait()\n",
    "#     .result(result_type=\"pandas\")\n",
    "# )\n",
    "\n",
    "# # Columns are uppercase\n",
    "# df[\"CREATED_AT\"] = pd.to_datetime(df[\"CREATED_AT\"])\n",
    "\n",
    "# Group by date\n",
    "daily_counts = (\n",
    "    df.groupby(df[\"CREATED_AT\"].dt.date)\n",
    "    .size()\n",
    "    .reset_index(name=\"num_comments\")\n",
    "    .sort_values(\"CREATED_AT\")\n",
    ").iloc[:-1]\n",
    "daily_counts = daily_counts[daily_counts[\"CREATED_AT\"] >= datetime.date(2025, 2, 15)]\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(daily_counts[\"CREATED_AT\"], daily_counts[\"num_comments\"], \".-\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Number of Comments\")\n",
    "plt.title(\"Daily Comment Counts (All Comments)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46f54da3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert to datetime\n",
    "df[\"CREATED_AT\"] = pd.to_datetime(df[\"CREATED_AT\"])\n",
    "\n",
    "# Extract date\n",
    "df[\"COMMENT_DATE\"] = df[\"CREATED_AT\"].dt.date\n",
    "\n",
    "# Drop duplicates: keep only 1 comment per user per day\n",
    "df_unique = df.drop_duplicates(subset=[\"USER_ID\", \"COMMENT_DATE\"])\n",
    "\n",
    "# Group by date\n",
    "daily_counts = (\n",
    "    df_unique.groupby(\"COMMENT_DATE\")\n",
    "    .size()\n",
    "    .reset_index(name=\"num_comments\")\n",
    "    .sort_values(\"COMMENT_DATE\")\n",
    ").iloc[:-1]\n",
    "\n",
    "# Filter by cutoff date\n",
    "daily_counts = daily_counts[daily_counts[\"COMMENT_DATE\"] >= datetime.date(2025, 2, 15)]\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(daily_counts[\"COMMENT_DATE\"], daily_counts[\"num_comments\"], \".-\")\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Number of Unique Users Commenting\")\n",
    "plt.title(\"Daily Unique User Comment Counts (All Comments)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "702a4ca2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USER_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   USER_ID\n",
       "0        5"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owner_df = (\n",
    "    snow_session.table(\"dim_clip\")\n",
    "    .filter(snow_col(\"clip_id\") == \"ae9c4b6a-2c2b-4a5e-b586-8e986cc8c72b\")\n",
    "    .select(\"user_id\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "owner_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "d03e8cc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "GEORG_UID = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a02f0f63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>PLAY_CNT</th>\n",
       "      <th>PLAY_DURATION_SEC</th>\n",
       "      <th>P_DATE</th>\n",
       "      <th>P_HOUR</th>\n",
       "      <th>IS_USER_SONG_OWNER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>72a84dea-3f24-4472-9582-68fac6187ca5</td>\n",
       "      <td>1</td>\n",
       "      <td>105.82028</td>\n",
       "      <td>2024-06-05</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>e5944cfc-2567-4483-864a-5b64fcbb6640</td>\n",
       "      <td>1</td>\n",
       "      <td>114.48000</td>\n",
       "      <td>2024-06-05</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                CLIP_ID  PLAY_CNT  PLAY_DURATION_SEC  \\\n",
       "0  72a84dea-3f24-4472-9582-68fac6187ca5         1          105.82028   \n",
       "1  e5944cfc-2567-4483-864a-5b64fcbb6640         1          114.48000   \n",
       "\n",
       "       P_DATE  P_HOUR  IS_USER_SONG_OWNER  \n",
       "0  2024-06-05       0                True  \n",
       "1  2024-06-05       0                True  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from datetime import date, timedelta\n",
    "\n",
    "# Compute date ranges\n",
    "end_date = (date.today() - timedelta(days=7 + 7)).isoformat()\n",
    "start_date = (date.today() - timedelta(days=14 + 7)).isoformat()\n",
    "\n",
    "# Query listening events in that window\n",
    "listening_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .filter(\n",
    "        (\n",
    "            snow_col(\"user_id\") == 5  # &\n",
    "            #         (snow_col(\"p_date\") >= start_date) &\n",
    "            #         (snow_col(\"p_date\") < end_date)\n",
    "        )\n",
    "    )\n",
    "    .select(\n",
    "        \"clip_id\",\n",
    "        \"play_cnt\",\n",
    "        \"play_duration_sec\",\n",
    "        \"p_date\",\n",
    "        \"p_hour\",\n",
    "        \"is_user_song_owner\",\n",
    "    )\n",
    "    .order_by(\"p_date\", \"p_hour\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "listening_df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "9c34427d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CLIP_ID</th>\n",
       "      <th>PLAY_CNT</th>\n",
       "      <th>PLAY_DURATION_SEC</th>\n",
       "      <th>P_DATE</th>\n",
       "      <th>P_HOUR</th>\n",
       "      <th>IS_USER_SONG_OWNER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>58cee141-372b-4f9e-9ec4-f837d7d38589</td>\n",
       "      <td>1</td>\n",
       "      <td>9357.024</td>\n",
       "      <td>2024-09-29</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>58cee141-372b-4f9e-9ec4-f837d7d38589</td>\n",
       "      <td>1</td>\n",
       "      <td>9357.024</td>\n",
       "      <td>2024-09-29</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  CLIP_ID  PLAY_CNT  PLAY_DURATION_SEC  \\\n",
       "392  58cee141-372b-4f9e-9ec4-f837d7d38589         1           9357.024   \n",
       "393  58cee141-372b-4f9e-9ec4-f837d7d38589         1           9357.024   \n",
       "\n",
       "         P_DATE  P_HOUR  IS_USER_SONG_OWNER  \n",
       "392  2024-09-29       0                True  \n",
       "393  2024-09-29       0                True  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "listening_df[listening_df[\"CLIP_ID\"] == \"58cee141-372b-4f9e-9ec4-f837d7d38589\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c7be734f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ea23e073",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute date ranges\n",
    "# end_date = date.today().isoformat()\n",
    "# start_date = (date.today() - timedelta(days=14)).isoformat()\n",
    "\n",
    "# Query listening events in the last 14 days\n",
    "listening_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .filter(\n",
    "        (\n",
    "            snow_col(\"user_id\") == 5  # &\n",
    "            #         (snow_col(\"p_date\") >= start_date) &\n",
    "            #         (snow_col(\"p_date\") < end_date)\n",
    "        )\n",
    "    )\n",
    "    .select(\n",
    "        \"clip_id\",\n",
    "        \"play_cnt\",\n",
    "        \"play_duration_sec\",\n",
    "        \"p_date\",\n",
    "        \"p_hour\",\n",
    "        \"is_user_song_owner\",\n",
    "    )\n",
    "    .order_by(\"p_date\", \"p_hour\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "# Convert date to datetime\n",
    "listening_df[\"P_DATE\"] = pd.to_datetime(listening_df[\"P_DATE\"])\n",
    "\n",
    "# Add a label column\n",
    "listening_df[\"OWNER_FLAG\"] = listening_df[\"IS_USER_SONG_OWNER\"].map(\n",
    "    {True: \"Own Tracks\", False: \"Other Tracks\"}\n",
    ")\n",
    "\n",
    "# Set index\n",
    "listening_df = listening_df.set_index(\"P_DATE\")\n",
    "\n",
    "# Resample weekly totals ending on the most recent date\n",
    "weekly_totals = (\n",
    "    listening_df.groupby(\"OWNER_FLAG\")[\"PLAY_DURATION_SEC\"]\n",
    "    .resample(\"7D\", label=\"right\", closed=\"right\", origin=\"epoch\")\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "\n",
    "for owner_flag, group_df in weekly_totals.groupby(\"OWNER_FLAG\"):\n",
    "    plt.plot(group_df[\"P_DATE\"], group_df[\"PLAY_DURATION_SEC\"], \".-\", label=owner_flag)\n",
    "\n",
    "plt.xlabel(\"Week Ending\")\n",
    "plt.ylabel(\"Total Listening Seconds\")\n",
    "plt.title(\"Weekly Total Listening Time (Own Tracks vs. Other Tracks)\")\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0474559e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import date, timedelta\n",
    "\n",
    "# 1) Fetch raw hourly data for non-owned tracks\n",
    "raw_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .filter(snow_col(\"is_user_song_owner\") == False)\n",
    "    .select(\"user_id\", \"p_date\", \"play_duration_sec\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "# 2) Convert date\n",
    "raw_df[\"P_DATE\"] = pd.to_datetime(raw_df[\"P_DATE\"])\n",
    "\n",
    "# 3) Apply filtering and capping at the **individual row level**\n",
    "# Keep only rows with duration >10s\n",
    "filtered_df = raw_df[raw_df[\"PLAY_DURATION_SEC\"] > 10].copy()\n",
    "\n",
    "# Cap each play event at 60s\n",
    "filtered_df[\"PLAY_DURATION_SEC\"] = filtered_df[\"PLAY_DURATION_SEC\"].clip(upper=60)\n",
    "\n",
    "# 4) Aggregate per user per day: sum of capped durations\n",
    "daily_user = (\n",
    "    filtered_df.groupby([\"USER_ID\", \"P_DATE\"])\n",
    "    .agg(daily_listen_sec=(\"PLAY_DURATION_SEC\", \"sum\"))\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "# 5) Compute median per day across users\n",
    "daily_median = (\n",
    "    daily_user.groupby(\"P_DATE\")\n",
    "    .agg(median_daily_listen_sec=(\"daily_listen_sec\", \"median\"))\n",
    "    .reset_index()\n",
    "    .sort_values(\"P_DATE\")\n",
    ")\n",
    "\n",
    "# 6) Resample weekly sums ending on most recent day\n",
    "last_date = daily_median[\"P_DATE\"].max()\n",
    "\n",
    "weekly_sum = (\n",
    "    daily_median.set_index(\"P_DATE\")\n",
    "    .resample(\"7D\", label=\"right\", closed=\"right\", origin=last_date)\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ").iloc[1:]\n",
    "\n",
    "# 7) Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(weekly_sum[\"P_DATE\"], weekly_sum[\"median_daily_listen_sec\"], \".-\")\n",
    "plt.xlabel(\"Week Ending\")\n",
    "plt.ylabel(\"Sum of Median Listen Seconds\")\n",
    "plt.title(\"Weekly Median Listening (Non-Own Tracks, Row-Level Filter & Cap)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "28d77ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USER_ID</th>\n",
       "      <th>P_DATE</th>\n",
       "      <th>PLAY_DURATION_SEC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>64465533.0</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>19.311113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52942991.0</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>26.669600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22582322.0</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>40.899215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>25112224.0</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>20.768349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>64467685.0</td>\n",
       "      <td>2024-12-19</td>\n",
       "      <td>73.302245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      USER_ID     P_DATE  PLAY_DURATION_SEC\n",
       "0  64465533.0 2024-12-19          19.311113\n",
       "1  52942991.0 2024-12-19          26.669600\n",
       "2  22582322.0 2024-12-19          40.899215\n",
       "3  25112224.0 2024-12-19          20.768349\n",
       "4  64467685.0 2024-12-19          73.302245"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76f3880e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1) Retrieve raw player actions with filter >=10s directly in Snowflake\n",
    "raw_df = (\n",
    "    snow_session.table(\"web_audio_player_actions\")\n",
    "    .filter(\n",
    "        #         (snow_col(\"is_user_song_owner\") == False) &\n",
    "        (snow_col(\"play_duration\") > 10) & (snow_col(\"p_date\") >= \"2025-01-01\")\n",
    "    )\n",
    "    .select(\"user_id\", \"p_date\", \"play_duration\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "# 2) Convert date\n",
    "raw_df[\"P_DATE\"] = pd.to_datetime(raw_df[\"P_DATE\"])\n",
    "\n",
    "# 3) Cap each play event to 60s\n",
    "raw_df[\"PLAY_DURATION\"] = raw_df[\"PLAY_DURATION\"].clip(upper=60)\n",
    "\n",
    "# 4) Aggregate per user per day\n",
    "daily_user = (\n",
    "    raw_df.groupby([\"USER_ID\", \"P_DATE\"])\n",
    "    .agg(daily_listen_sec=(\"PLAY_DURATION\", \"sum\"))\n",
    "    .reset_index()\n",
    ")\n",
    "\n",
    "# 5) Compute median per day across users\n",
    "daily_median = (\n",
    "    daily_user.groupby(\"P_DATE\")\n",
    "    .agg(median_daily_listen_sec=(\"daily_listen_sec\", \"median\"))\n",
    "    .reset_index()\n",
    "    .sort_values(\"P_DATE\")\n",
    ")\n",
    "\n",
    "# 6) Resample to weekly sums ending on most recent day\n",
    "last_date = daily_median[\"P_DATE\"].max()\n",
    "\n",
    "weekly_sum = (\n",
    "    daily_median.set_index(\"P_DATE\")\n",
    "    .resample(\"7D\", label=\"right\", closed=\"right\", origin=last_date)\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ").iloc[1:]\n",
    "\n",
    "# 7) Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(weekly_sum[\"P_DATE\"], weekly_sum[\"median_daily_listen_sec\"], \".-\")\n",
    "plt.xlabel(\"Week Ending\")\n",
    "plt.ylabel(\"Sum of Median Listen Seconds\")\n",
    "plt.title(\"Weekly Median Listening (Non-Own Tracks, Filtered & Capped, Raw Actions)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "0da63574",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a22a3a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0) Get user_ids of web paying users\n",
    "web_paid_users_df = (\n",
    "    snow_session.table(\"dim_user\")\n",
    "    .filter(snow_col(\"stripe_customer_id\").is_not_null())\n",
    "    #     .filter(snow_col(\"stripe_customer_id\").is_null())\n",
    "    .select(\"user_id\")\n",
    ")\n",
    "\n",
    "# 1) Aggregate per user per day\n",
    "per_user_day_df = (\n",
    "    snow_session.table(\"agg_play_info_hourly\")\n",
    "    .join(web_paid_users_df, on=\"user_id\")\n",
    "    .filter(snow_col(\"is_user_song_owner\") == False)\n",
    "    .group_by(\"user_id\", \"p_date\")\n",
    "    .agg(snow_sum(snow_col(\"play_duration_sec\")).alias(\"daily_listen_sec\"))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd177a44",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "ff40ac5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USER_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100912456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100911920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100915155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100915384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100909074</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     USER_ID\n",
       "0  100912456\n",
       "1  100911920\n",
       "2  100915155\n",
       "3  100915384\n",
       "4  100909074"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_users = (\n",
    "    snow_session.table(\"dim_user\")\n",
    "    .filter(snow_col(\"stripe_customer_id\").is_not_null())\n",
    "    .select(\"user_id\")\n",
    "    .limit(5)\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "sample_users.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "9d3acc55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USER_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7919581e-90fb-4f75-8900-91844f059557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40d88762-a969-4e8d-83d9-f2d4b86a016a</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2af6fb0a-71d6-4729-9d4c-8669d5754a01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>e72b721d-46d5-4bb6-8282-c85cf9943094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1ae8d5f6-42b0-4d67-8132-a3fa70e0ed7e</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                USER_ID\n",
       "0  7919581e-90fb-4f75-8900-91844f059557\n",
       "1  40d88762-a969-4e8d-83d9-f2d4b86a016a\n",
       "2  2af6fb0a-71d6-4729-9d4c-8669d5754a01\n",
       "3  e72b721d-46d5-4bb6-8282-c85cf9943094\n",
       "4  1ae8d5f6-42b0-4d67-8132-a3fa70e0ed7e"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sample_events = (\n",
    "    snow_session.table(\"web_audio_player_actions\")\n",
    "    .select(\"user_id\")\n",
    "    .limit(5)\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "sample_events.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2292c904",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0189a274",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e5a165e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20e61ffe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1) Retrieve all 'SongEnd' events for non-owned tracks\n",
    "raw_df = (\n",
    "    snow_session.table(\"web_audio_player_actions\")\n",
    "    .filter(\n",
    "        (snow_col(\"is_user_song_owner\") == False)\n",
    "        & (snow_col(\"action_name\") == \"SongEnd\")\n",
    "        & (snow_col(\"p_date\") >= \"2025-01-01\")\n",
    "    )\n",
    "    .select(\"user_id\", \"p_date\")\n",
    "    .collect_nowait()\n",
    "    .result(result_type=\"pandas\")\n",
    ")\n",
    "\n",
    "# 2) Convert date\n",
    "raw_df[\"P_DATE\"] = pd.to_datetime(raw_df[\"P_DATE\"])\n",
    "\n",
    "# 3) Aggregate per user per day: count song ends\n",
    "daily_user = (\n",
    "    raw_df.groupby([\"USER_ID\", \"P_DATE\"]).size().reset_index(name=\"num_song_ends\")\n",
    ")\n",
    "\n",
    "# 4) Compute median per day across users\n",
    "daily_mean = (\n",
    "    daily_user.groupby(\"P_DATE\")\n",
    "    .agg(mean_daily_song_ends=(\"num_song_ends\", \"mean\"))\n",
    "    .reset_index()\n",
    "    .sort_values(\"P_DATE\")\n",
    ")\n",
    "\n",
    "# 5) Resample weekly sums ending on most recent day\n",
    "last_date = daily_mean[\"P_DATE\"].max()\n",
    "\n",
    "weekly_sum = (\n",
    "    daily_mean.set_index(\"P_DATE\")\n",
    "    .resample(\"7D\", label=\"right\", closed=\"right\", origin=last_date)\n",
    "    .sum()\n",
    "    .reset_index()\n",
    ").iloc[1:]\n",
    "\n",
    "# 6) Plot\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(weekly_sum[\"P_DATE\"], weekly_sum[\"mean_daily_song_ends\"], \".-\")\n",
    "plt.xlabel(\"Week Ending\")\n",
    "plt.ylabel(\"Sum of Mean Daily Song Completions\")\n",
    "plt.title(\"Weekly Mean Song Completions (Non-Own Tracks)\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fd4d664",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fa46a65",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "afd612ab",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "suno_env_dev",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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