diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000..b88e6b0 Binary files /dev/null and b/.DS_Store differ diff --git a/Tutorials/.DS_Store b/Tutorials/.DS_Store new file mode 100644 index 0000000..40990d3 Binary files /dev/null and b/Tutorials/.DS_Store differ diff --git a/Tutorials/Task_3_tutorial/.DS_Store b/Tutorials/Task_3_tutorial/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/Tutorials/Task_3_tutorial/.DS_Store differ diff --git a/Tutorials/Task_3_tutorial/Kalshi_API_Demo.ipynb b/Tutorials/Task_3_tutorial/Kalshi_API_Demo.ipynb new file mode 100644 index 0000000..969912e --- /dev/null +++ b/Tutorials/Task_3_tutorial/Kalshi_API_Demo.ipynb @@ -0,0 +1,2113 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Kalshi Sports Market Data for Arbitrage (Demo)" + ], + "metadata": { + "id": "5WWF1IC6h2hR" + } + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "PwgCyJygjaqE" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Install dependencies\n", + "\n", + "Installs the minimal Python packages used in this tutorial (`pandas`, `requests`)." + ], + "metadata": { + "id": "VuT49wVsx_PT" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pOd5ipSE6r-b" + }, + "outputs": [], + "source": [ + "!pip -q install pandas requests\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Imports + Kalshi REST helper\n", + "\n", + "Sets up KALSHI API used for all requests in this notebook" + ], + "metadata": { + "id": "ujuuYUz9yBdl" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "import time\n", + "import requests\n", + "import pandas as pd\n", + "\n", + "KALSHI_BASE = \"https://api.elections.kalshi.com/trade-api/v2\"\n", + "\n", + "# a small GET helper with retries\n", + "def get_json(path, params=None, timeout=20, retries=3):\n", + " \"\"\"\n", + " Simple GET helper with retries.\n", + " path can be \"/markets\" or full \"https://...\" url.\n", + " \"\"\"\n", + " url = path if path.startswith(\"http\") else f\"{KALSHI_BASE}{path}\"\n", + " last_err = None\n", + " for attempt in range(retries):\n", + " try:\n", + " r = requests.get(url, params=params, timeout=timeout)\n", + " r.raise_for_status()\n", + " return r.json()\n", + " except Exception as e:\n", + " last_err = e\n", + " time.sleep(1.5 * (attempt + 1))\n", + " raise RuntimeError(f\"GET failed after {retries} tries: {url} params={params}\\n{last_err}\")\n" + ], + "metadata": { + "id": "dxbQefoM7P71" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Explore “sports filters” metadata\n", + "\n", + "Fetches `/search/filters_by_sport`, which is **filter metadata**\n", + "Use this to discover what sport names / filter fields exist." + ], + "metadata": { + "id": "yrqRbRwDyFPf" + } + }, + { + "cell_type": "code", + "source": [ + "# Sports filters (this is just filter metadata, not markets)\n", + "\n", + "filters = get_json(\"/search/filters_by_sport\")\n", + "print(\"sports ordering (first 20):\", (filters.get(\"sport_ordering\") or [])[:20])\n", + "\n", + "# Peek one sport's available filters (edit SPORT to explore)\n", + "SPORT = \"Football\"\n", + "by_sport = (filters.get(\"filters_by_sports\") or {})\n", + "print(f\"\\nFilters for {SPORT}:\")\n", + "print(by_sport.get(SPORT, {}))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "IKTDEcCX7Tbe", + "outputId": "77e311c0-f92a-403c-9341-3b2faee2919b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "sports ordering (first 20): ['All sports', 'Football', 'Basketball', 'Hockey', 'Soccer', 'Tennis', 'Golf', 'MMA', 'Baseball', 'Boxing', 'Chess', 'Cricket', 'Esports', 'Motorsport', 'Olympics']\n", + "\n", + "Filters for Football:\n", + "{'competitions': {'College Football': {'scopes': ['Futures', 'Awards', 'Championship', 'Conferences', 'Events']}, 'Pro Football': {'scopes': ['Games', 'Futures', '1st Half Total', '1st Quarter Spread', '1st Quarter Total', '1st Quarter Winner', 'Awards', 'Draft', 'Events']}}, 'scopes': ['Games', 'Futures', '1st Half Total', '1st Quarter Spread', '1st Quarter Total', '1st Quarter Winner', 'Awards', 'Championship', 'Draft', 'Events']}\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Understand `/series`\n", + "\n", + "Kalshi “series” are often **recurring templates**. Depending on how Kalshi categorizes series at the moment\n", + "\n", + "This cell:\n", + "- Pulls **all** series\n", + "- Prints available categories\n", + "- Shows whether any series are tagged as sports\n", + "- Displays a small DataFrame preview\n" + ], + "metadata": { + "id": "VFIu0jWzyMJK" + } + }, + { + "cell_type": "code", + "source": [ + "series_all = get_json(\"/series\", params={\"include_volume\": \"true\"}).get(\"series\") or []\n", + "print(\"Total series returned:\", len(series_all))\n", + "\n", + "# What categories actually exist in series?\n", + "cats = sorted({(s.get(\"category\") or \"\").strip() for s in series_all if s.get(\"category\")})\n", + "print(\"Some series categories:\", cats[:30])\n", + "\n", + "sports_series = [s for s in series_all if (s.get(\"category\") or \"\").lower() == \"sports\"]\n", + "print(\"Series with category='sports':\", len(sports_series))\n", + "\n", + "# If you still want to inspect a few series:\n", + "pd.DataFrame(series_all)[[\"ticker\",\"title\",\"category\",\"volume_fp\"]].head(20) if series_all else \"No series returned.\"\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 728 + }, + "id": "DIJ6OdF87bFy", + "outputId": "fae0f7ff-8fbb-43f1-f665-9ed9d2af29ad" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total series returned: 8109\n", + "Some series categories: ['Climate and Weather', 'Companies', 'Crypto', 'Economics', 'Education', 'Elections', 'Entertainment', 'Financials', 'Health', 'Mentions', 'Politics', 'Science and Technology', 'Social', 'Sports', 'Transportation', 'World']\n", + "Series with category='sports': 1111\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " ticker title \\\n", + "0 KXBORDERBILL Border bill \n", + "1 KXATTYGENID AG race ID \n", + "2 KXBELGIANPLGAME Belgian Pro League Game \n", + "3 KXKHMI Harris wins but loses Michigan \n", + "4 KXUKBANGROK Will the UK ban Grok? \n", + "5 KXMLSGAME Major League Soccer Game \n", + "6 KXCHOPIN CHOPIN \n", + "7 HOUSENJ5 House NJ's 5th \n", + "8 KXMEEKMILLAI When will Meek Mill launch his AI tool? \n", + "9 NEPA NEPA permitting reform bill \n", + "10 KXLEAVEBONDI Bondi out \n", + "11 KXWACAPANDTRADE Washington cap and trade program \n", + "12 KXSCREWWORMCOUNT SCREWWORM CASES \n", + "13 KXTOPSONGRECORDLUTHER Luther top song length \n", + "14 KXLOSEPRIMARYSENATER How many Senate Republicans will lose their pr... \n", + "15 KXCEOYCOMB Y Combinator CEO leaving \n", + "16 KXDJTBMEN Black men 2024 \n", + "17 KXVENEZUELALEADER2 Who will be the head of state of Venezuela on ... \n", + "18 FEMA States that declare natural disasters \n", + "19 RECNCH Reconciliation bill passes the House \n", + "\n", + " category volume_fp \n", + "0 Politics 852101.00 \n", + "1 Elections 625.00 \n", + "2 Sports 5357862.00 \n", + "3 35622.00 \n", + "4 Politics 70188.00 \n", + "5 Sports 21677235.00 \n", + "6 Entertainment 0.00 \n", + "7 Politics 1422.00 \n", + "8 Companies 2501.00 \n", + "9 Politics 0.00 \n", + "10 Politics 518330.00 \n", + "11 Politics 14056.00 \n", + "12 Health 17746.00 \n", + "13 Entertainment 6055.00 \n", + "14 Politics 1758.00 \n", + "15 Companies 15373.00 \n", + "16 0.00 \n", + "17 Politics 96657.00 \n", + "18 Climate and Weather 0.00 \n", + "19 Politics 0.00 " + ], + "text/html": [ + "\n", + "
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\"dtype\": \"string\",\n \"num_unique_values\": 16,\n \"samples\": [\n \"852101.00\",\n \"625.00\",\n \"21677235.00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 30 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Fetch a sport markets table\n", + "\n", + "Queries `/markets` and builds a DataFrame with the key fields you’ll likely filter on:\n", + "\n", + "- `yes_bid_dollars`, `yes_ask_dollars` (spread)\n", + "- `volume_fp`, `open_interest_fp`\n", + "- `last_price_dollars`\n", + "- `close_time`, etc.\n", + "\n" + ], + "metadata": { + "id": "1ke25fNnyThJ" + } + }, + { + "cell_type": "code", + "source": [ + "# Make a \"quality filter\" view (liquidity + spread) from your df_kalshi / df_sports_like\n", + "import pandas as pd\n", + "\n", + "df = df_kalshi.copy() # change if your dataframe name is different\n", + "\n", + "# Numeric conversion (Kalshi returns strings sometimes)\n", + "for c in [\"yes_bid_dollars\",\"yes_ask_dollars\",\"last_price_dollars\",\"volume_fp\",\"open_interest_fp\"]:\n", + " if c in df.columns:\n", + " df[c] = pd.to_numeric(df[c], errors=\"coerce\")\n", + "\n", + "# Spread + midpoint\n", + "df[\"yes_spread\"] = df[\"yes_ask_dollars\"] - df[\"yes_bid_dollars\"]\n", + "df[\"yes_mid\"] = (df[\"yes_ask_dollars\"] + df[\"yes_bid_dollars\"]) / 2\n", + "\n", + "# Tradable-ish thresholds (tune these for you need)\n", + "MIN_VOL = 50.0\n", + "MIN_OI = 50.0\n", + "MAX_SPREAD = 0.10\n", + "\n", + "good = df[\n", + " ((df[\"volume_fp\"].fillna(0) >= MIN_VOL) | (df[\"open_interest_fp\"].fillna(0) >= MIN_OI)) &\n", + " (df[\"yes_spread\"].fillna(999) <= MAX_SPREAD) &\n", + " (df[\"yes_bid_dollars\"].fillna(0) > 0) & # avoid “no buyers” markets\n", + " (df[\"yes_ask_dollars\"].notna())\n", + "].copy()\n", + "\n", + "# Sort: most liquid first, then tightest spread\n", + "good = good.sort_values([\"volume_fp\",\"open_interest_fp\",\"yes_spread\"], ascending=[False, False, True])\n", + "\n", + "display(good[[\n", + " \"ticker\",\"title\",\"status\",\n", + " \"yes_bid_dollars\",\"yes_ask_dollars\",\"yes_spread\",\n", + " \"last_price_dollars\",\"volume_fp\",\"open_interest_fp\",\"close_time\"\n", + "]].head(50))\n", + "\n", + "print(\"Total markets in df:\", len(df))\n", + "print(\"Filtered 'good' markets:\", len(good))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "utPzQkyg84cf", + "outputId": "a3c4a9c3-ee6d-4d55-e7e9-b30317bcf742" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " ticker \\\n", + "1325 KXNBASPREAD-26JAN25SACDET-DET13 \n", + "1552 KXATPMATCH-26JAN25SHERUU-SHE \n", + "659 KXATPMATCH-26JAN26ALCDE-ALC \n", + "1528 KXNBAMENTION-26JAN25DENMEM-INJU \n", + "1553 KXATPMATCH-26JAN25SHERUU-RUU \n", + "1286 KXNBASPREAD-26JAN25DENMEM-MEM2 \n", + "1306 KXNBATOTAL-26JAN25SACDET-240 \n", + "1326 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over 7.5 Points? active \n", + "1307 Sacramento at Detroit: Total Points active \n", + "1525 What will the announcers say during Denver at ... active \n", + "1310 Sacramento at Detroit: Total Points active \n", + "1554 Will Elena Rybakina win the Rybakina vs Merten... active \n", + "1202 Dallas at Milwaukee: Total Points active \n", + "1303 San Antonio wins by over 11.5 Points? active \n", + "1257 Denver at Memphis: Total Points active \n", + "1533 What will the announcers say during Denver at ... active \n", + "1208 Los Angeles C wins by over 9.5 Points? active \n", + "1526 What will the announcers say during Denver at ... active \n", + "1523 What will the announcers say during Denver at ... active \n", + "1534 What will the announcers say during Denver at ... active \n", + "1522 What will the announcers say during Denver at ... active \n", + "1309 Sacramento at Detroit: Total Points active \n", + "1535 What will the announcers say during Denver at ... active \n", + "1524 What will the announcers say during Denver at ... active \n", + "1532 What will the announcers say during Denver at ... active \n", + "1316 Sacramento at Detroit: Total Points active \n", + "1312 Sacramento at Detroit: Total Points active \n", + "1274 Phoenix wins by over 5.5 Points? active \n", + "928 Will Iva Jovic win the Sabalenka vs Jovic : Qu... active \n", + "1266 New Orleans at San Antonio: Total Points active \n", + "1180 Brooklyn at Los Angeles C: Total Points active \n", + "1556 Los Angeles L at Chicago Winner? active \n", + "1191 Toronto at Oklahoma City: Total Points active \n", + "1314 Sacramento at Detroit: Total Points active \n", + "614 Will Coco Gauff win the Gauff vs Svitolina : Q... active \n", + "1235 Miami at Phoenix: Total Points active \n", + "1521 What will the announcers say during Denver at ... active \n", + "1313 Sacramento at Detroit: Total Points active \n", + "927 Will Aryna Sabalenka win the Sabalenka vs Jovi... active \n", + "1323 Detroit wins by over 19.5 Points? active \n", + "\n", + " yes_bid_dollars yes_ask_dollars yes_spread last_price_dollars \\\n", + "1325 0.52 0.57 0.05 0.54 \n", + "1552 0.58 0.59 0.01 0.59 \n", + "659 0.80 0.82 0.02 0.82 \n", + "1528 0.06 0.07 0.01 0.07 \n", + "1553 0.41 0.42 0.01 0.41 \n", + "1286 0.53 0.61 0.08 0.62 \n", + "1306 0.46 0.50 0.04 0.48 \n", + "1326 0.61 0.67 0.06 0.62 \n", + "658 0.18 0.20 0.02 0.20 \n", + "1569 0.02 0.04 0.02 0.02 \n", + "674 0.66 0.67 0.01 0.67 \n", + "1285 0.47 0.51 0.04 0.46 \n", + "1530 0.01 0.03 0.02 0.03 \n", + "1250 0.46 0.47 0.01 0.46 \n", + "1531 0.03 0.04 0.01 0.05 \n", + "1529 0.02 0.04 0.02 0.04 \n", + "675 0.34 0.35 0.01 0.35 \n", + "1318 0.73 0.77 0.04 0.75 \n", + "1307 0.53 0.61 0.08 0.55 \n", + "1525 0.02 0.05 0.03 0.05 \n", + "1310 0.73 0.79 0.06 0.81 \n", + "1554 0.82 0.83 0.01 0.83 \n", + "1202 0.46 0.55 0.09 0.55 \n", + "1303 0.49 0.51 0.02 0.49 \n", + "1257 0.42 0.47 0.05 0.42 \n", + "1533 0.01 0.03 0.02 0.03 \n", + "1208 0.45 0.48 0.03 0.48 \n", + "1526 0.02 0.03 0.01 0.03 \n", + "1523 0.01 0.03 0.02 0.03 \n", + "1534 0.02 0.08 0.06 0.08 \n", + "1522 0.01 0.04 0.03 0.01 \n", + "1309 0.65 0.71 0.06 0.78 \n", + "1535 0.01 0.03 0.02 0.03 \n", + "1524 0.01 0.03 0.02 0.01 \n", + "1532 0.01 0.04 0.03 0.04 \n", + "1316 0.95 0.99 0.04 0.85 \n", + "1312 0.84 0.91 0.07 0.90 \n", + "1274 0.49 0.51 0.02 0.51 \n", + "928 0.14 0.17 0.03 0.17 \n", + "1266 0.48 0.50 0.02 0.48 \n", + "1180 0.44 0.46 0.02 0.46 \n", + "1556 0.54 0.57 0.03 0.57 \n", + "1191 0.47 0.49 0.02 0.49 \n", + "1314 0.91 0.98 0.07 0.97 \n", + "614 0.64 0.65 0.01 0.65 \n", + "1235 0.47 0.48 0.01 0.47 \n", + "1521 0.01 0.02 0.01 0.02 \n", + "1313 0.91 0.94 0.03 0.94 \n", + "927 0.84 0.86 0.02 0.86 \n", + "1323 0.32 0.37 0.05 0.30 \n", + "\n", + " volume_fp open_interest_fp close_time \n", + "1325 115119.0 95258.0 2026-02-08T20:00:00Z \n", + "1552 76126.0 73044.0 2026-02-08T23:00:00Z \n", + "659 75231.0 75193.0 2026-02-10T00:30:00Z \n", + "1528 67414.0 49470.0 2026-01-26T01:30:00Z \n", + "1553 59366.0 58324.0 2026-02-08T23:00:00Z \n", + "1286 56226.0 38234.0 2026-02-08T20:30:00Z \n", + "1306 53419.0 37318.0 2026-02-08T20:00:00Z \n", + "1326 53166.0 46076.0 2026-02-08T20:00:00Z \n", + "658 37882.0 30262.0 2026-02-10T00:30:00Z \n", + "1569 35186.0 34755.0 2026-02-08T00:00:00Z \n", + "674 27450.0 27377.0 2026-02-10T00:30:00Z \n", + "1285 26294.0 15891.0 2026-02-08T20:30:00Z \n", + "1530 26208.0 23187.0 2026-01-26T01:30:00Z \n", + "1250 26189.0 23873.0 2026-02-09T00:00:00Z \n", + "1531 25213.0 22685.0 2026-01-26T01:30:00Z \n", + "1529 25189.0 21666.0 2026-01-26T01:30:00Z \n", + "675 24725.0 24657.0 2026-02-10T00:30:00Z \n", + "1318 23868.0 17909.0 2026-02-08T20:00:00Z \n", + "1307 21735.0 13362.0 2026-02-08T20:00:00Z \n", + "1525 20705.0 17505.0 2026-01-26T01:30:00Z \n", + "1310 18827.0 11585.0 2026-02-08T20:00:00Z \n", + "1554 18374.0 15719.0 2026-02-08T23:00:00Z \n", + "1202 17086.0 12496.0 2026-02-09T00:00:00Z \n", + "1303 16149.0 14110.0 2026-02-09T00:00:00Z \n", + "1257 15780.0 10023.0 2026-02-08T20:30:00Z \n", + "1533 14295.0 11366.0 2026-01-26T01:30:00Z \n", + "1208 14228.0 11429.0 2026-02-09T02:00:00Z \n", + "1526 13683.0 12070.0 2026-01-26T01:30:00Z \n", + "1523 13510.0 11807.0 2026-01-26T01:30:00Z \n", + "1534 12740.0 11622.0 2026-01-26T01:30:00Z \n", + "1522 12735.0 10110.0 2026-01-26T01:30:00Z \n", + "1309 12675.0 6882.0 2026-02-08T20:00:00Z \n", + "1535 12548.0 11515.0 2026-01-26T01:30:00Z \n", + "1524 12299.0 10294.0 2026-01-26T01:30:00Z \n", + "1532 11409.0 10979.0 2026-01-26T01:30:00Z \n", + "1316 10801.0 9498.0 2026-02-08T20:00:00Z \n", + "1312 9926.0 7035.0 2026-02-08T20:00:00Z \n", + "1274 9668.0 7053.0 2026-02-09T01:00:00Z \n", + "928 9057.0 7853.0 2026-02-10T00:30:00Z \n", + "1266 8897.0 6635.0 2026-02-09T00:00:00Z \n", + "1180 7987.0 6478.0 2026-02-09T02:00:00Z \n", + "1556 7896.0 7460.0 2026-02-10T01:00:00Z \n", + "1191 7725.0 5608.0 2026-02-09T00:00:00Z \n", + "1314 7449.0 6836.0 2026-02-08T20:00:00Z \n", + "614 7448.0 7133.0 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tickertitlestatusyes_bid_dollarsyes_ask_dollarsyes_spreadlast_price_dollarsvolume_fpopen_interest_fpclose_time
1325KXNBASPREAD-26JAN25SACDET-DET13Detroit wins by over 13.5 Points?active0.520.570.050.54115119.095258.02026-02-08T20:00:00Z
1552KXATPMATCH-26JAN25SHERUU-SHEWill Ben Shelton win the Shelton vs Ruud : Rou...active0.580.590.010.5976126.073044.02026-02-08T23:00:00Z
659KXATPMATCH-26JAN26ALCDE-ALCWill Carlos Alcaraz win the Alcaraz vs de Mina...active0.800.820.020.8275231.075193.02026-02-10T00:30:00Z
1528KXNBAMENTION-26JAN25DENMEM-INJUWhat will the announcers say during Denver at ...active0.060.070.010.0767414.049470.02026-01-26T01:30:00Z
1553KXATPMATCH-26JAN25SHERUU-RUUWill Casper Ruud win the Shelton vs Ruud : Rou...active0.410.420.010.4159366.058324.02026-02-08T23:00:00Z
1286KXNBASPREAD-26JAN25DENMEM-MEM2Memphis wins by over 2.5 Points?active0.530.610.080.6256226.038234.02026-02-08T20:30:00Z
1306KXNBATOTAL-26JAN25SACDET-240Sacramento at Detroit: Total Pointsactive0.460.500.040.4853419.037318.02026-02-08T20:00:00Z
1326KXNBASPREAD-26JAN25SACDET-DET10Detroit wins by over 10.5 Points?active0.610.670.060.6253166.046076.02026-02-08T20:00:00Z
658KXATPMATCH-26JAN26ALCDE-DEWill Alex de Minaur win the Alcaraz vs de Mina...active0.180.200.020.2037882.030262.02026-02-10T00:30:00Z
1569KXWTAMATCH-26JAN24INGSWI-INGWill Maddison Inglis win the Inglis vs Swiatek...active0.020.040.020.0235186.034755.02026-02-08T00:00:00Z
674KXATPMATCH-26JAN26ZVETIE-ZVEWill Alexander Zverev win the Zverev vs Tien :...active0.660.670.010.6727450.027377.02026-02-10T00:30:00Z
1285KXNBASPREAD-26JAN25DENMEM-MEM5Memphis wins by over 5.5 Points?active0.470.510.040.4626294.015891.02026-02-08T20:30:00Z
1530KXNBAMENTION-26JAN25DENMEM-ELBOWhat will the announcers say during Denver at ...active0.010.030.020.0326208.023187.02026-01-26T01:30:00Z
1250KXNBASPREAD-26JAN25TOROKC-OKC11Oklahoma City wins by over 11.5 Points?active0.460.470.010.4626189.023873.02026-02-09T00:00:00Z
1531KXNBAMENTION-26JAN25DENMEM-BUZZWhat will the announcers say during Denver at ...active0.030.040.010.0525213.022685.02026-01-26T01:30:00Z
1529KXNBAMENTION-26JAN25DENMEM-FEDEWhat will the announcers say during Denver at ...active0.020.040.020.0425189.021666.02026-01-26T01:30:00Z
675KXATPMATCH-26JAN26ZVETIE-TIEWill Learner Tien win the Zverev vs Tien : Qua...active0.340.350.010.3524725.024657.02026-02-10T00:30:00Z
1318KXNBASPREAD-26JAN25SACDET-DET7Detroit wins by over 7.5 Points?active0.730.770.040.7523868.017909.02026-02-08T20:00:00Z
1307KXNBATOTAL-26JAN25SACDET-237Sacramento at Detroit: Total Pointsactive0.530.610.080.5521735.013362.02026-02-08T20:00:00Z
1525KXNBAMENTION-26JAN25DENMEM-PLAYWhat will the announcers say during Denver at ...active0.020.050.030.0520705.017505.02026-01-26T01:30:00Z
1310KXNBATOTAL-26JAN25SACDET-228Sacramento at Detroit: Total Pointsactive0.730.790.060.8118827.011585.02026-02-08T20:00:00Z
1554KXWTAMATCH-26JAN25RYBMER-RYBWill Elena Rybakina win the Rybakina vs Merten...active0.820.830.010.8318374.015719.02026-02-08T23:00:00Z
1202KXNBATOTAL-26JAN25DALMIL-219Dallas at Milwaukee: Total Pointsactive0.460.550.090.5517086.012496.02026-02-09T00:00:00Z
1303KXNBASPREAD-26JAN25NOPSAS-SAS11San Antonio wins by over 11.5 Points?active0.490.510.020.4916149.014110.02026-02-09T00:00:00Z
1257KXNBATOTAL-26JAN25DENMEM-223Denver at Memphis: Total Pointsactive0.420.470.050.4215780.010023.02026-02-08T20:30:00Z
1533KXNBAMENTION-26JAN25DENMEM-ALLEWhat will the announcers say during Denver at ...active0.010.030.020.0314295.011366.02026-01-26T01:30:00Z
1208KXNBASPREAD-26JAN25BKNLAC-LAC9Los Angeles C wins by over 9.5 Points?active0.450.480.030.4814228.011429.02026-02-09T02:00:00Z
1526KXNBAMENTION-26JAN25DENMEM-MVPWhat will the announcers say during Denver at ...active0.020.030.010.0313683.012070.02026-01-26T01:30:00Z
1523KXNBAMENTION-26JAN25DENMEM-TECHWhat will the announcers say during Denver at ...active0.010.030.020.0313510.011807.02026-01-26T01:30:00Z
1534KXNBAMENTION-26JAN25DENMEM-ALLWhat will the announcers say during Denver at ...active0.020.080.060.0812740.011622.02026-01-26T01:30:00Z
1522KXNBAMENTION-26JAN25DENMEM-TRADWhat will the announcers say during Denver at ...active0.010.040.030.0112735.010110.02026-01-26T01:30:00Z
1309KXNBATOTAL-26JAN25SACDET-231Sacramento at Detroit: Total Pointsactive0.650.710.060.7812675.06882.02026-02-08T20:00:00Z
1535KXNBAMENTION-26JAN25DENMEM-AIRWhat will the announcers say during Denver at ...active0.010.030.020.0312548.011515.02026-01-26T01:30:00Z
1524KXNBAMENTION-26JAN25DENMEM-RETIWhat will the announcers say during Denver at ...active0.010.030.020.0112299.010294.02026-01-26T01:30:00Z
1532KXNBAMENTION-26JAN25DENMEM-ANKLWhat will the announcers say during Denver at ...active0.010.040.030.0411409.010979.02026-01-26T01:30:00Z
1316KXNBATOTAL-26JAN25SACDET-210Sacramento at Detroit: Total Pointsactive0.950.990.040.8510801.09498.02026-02-08T20:00:00Z
1312KXNBATOTAL-26JAN25SACDET-222Sacramento at Detroit: Total Pointsactive0.840.910.070.909926.07035.02026-02-08T20:00:00Z
1274KXNBASPREAD-26JAN25MIAPHX-PHX5Phoenix wins by over 5.5 Points?active0.490.510.020.519668.07053.02026-02-09T01:00:00Z
928KXWTAMATCH-26JAN26SABJOV-JOVWill Iva Jovic win the Sabalenka vs Jovic : Qu...active0.140.170.030.179057.07853.02026-02-10T00:30:00Z
1266KXNBATOTAL-26JAN25NOPSAS-240New Orleans at San Antonio: Total Pointsactive0.480.500.020.488897.06635.02026-02-09T00:00:00Z
1180KXNBATOTAL-26JAN25BKNLAC-212Brooklyn at Los Angeles C: Total Pointsactive0.440.460.020.467987.06478.02026-02-09T02:00:00Z
1556KXNBAGAME-26JAN26LALCHI-LALLos Angeles L at Chicago Winner?active0.540.570.030.577896.07460.02026-02-10T01:00:00Z
1191KXNBATOTAL-26JAN25TOROKC-225Toronto at Oklahoma City: Total Pointsactive0.470.490.020.497725.05608.02026-02-09T00:00:00Z
1314KXNBATOTAL-26JAN25SACDET-216Sacramento at Detroit: Total Pointsactive0.910.980.070.977449.06836.02026-02-08T20:00:00Z
614KXWTAMATCH-26JAN26GAUSVI-GAUWill Coco Gauff win the Gauff vs Svitolina : Q...active0.640.650.010.657448.07133.02026-02-10T00:30:00Z
1235KXNBATOTAL-26JAN25MIAPHX-226Miami at Phoenix: Total Pointsactive0.470.480.010.477061.06456.02026-02-09T01:00:00Z
1521KXNBAMENTION-26JAN25DENMEM-TRIPWhat will the announcers say during Denver at ...active0.010.020.010.026756.05970.02026-01-26T01:30:00Z
1313KXNBATOTAL-26JAN25SACDET-219Sacramento at Detroit: Total Pointsactive0.910.940.030.946680.06408.02026-02-08T20:00:00Z
927KXWTAMATCH-26JAN26SABJOV-SABWill Aryna Sabalenka win the Sabalenka vs Jovi...active0.840.860.020.866587.06478.02026-02-10T00:30:00Z
1323KXNBASPREAD-26JAN25SACDET-DET19Detroit wins by over 19.5 Points?active0.320.370.050.306465.03031.02026-02-08T20:00:00Z
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "repr_error": "0" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total markets in df: 1570\n", + "Filtered 'good' markets: 276\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Live feed for specific market" + ], + "metadata": { + "id": "yKJpKtauyVZU" + } + }, + { + "cell_type": "code", + "source": [ + "# Auto-pick an ACTIVE market, show snapshot + orderbook, then poll for 5 minutes (auto-stop), you can change the time based on your need\n", + "\n", + "import time\n", + "from datetime import datetime, timezone\n", + "from zoneinfo import ZoneInfo\n", + "import pandas as pd\n", + "\n", + "ET = ZoneInfo(\"America/New_York\")\n", + "\n", + "def _to_float(x):\n", + " try:\n", + " return float(x)\n", + " except Exception:\n", + " return None\n", + "\n", + "def _get_market_obj(data):\n", + " return data[\"market\"] if isinstance(data, dict) and \"market\" in data else data\n", + "\n", + "def _get_orderbook_obj(ob_raw):\n", + " return ob_raw.get(\"orderbook_fp\") or ob_raw.get(\"orderbook\") or ob_raw\n", + "\n", + "def pick_active_ticker(df, max_checks=150, sleep_sec=0.12):\n", + " \"\"\"\n", + " Picks a ticker that looks \"live\":\n", + " - tradable/open (when fields exist)\n", + " - not the empty book pattern (yes_bid==0 and yes_ask==1)\n", + " - orderbook has at least 1 level on YES or NO\n", + " \"\"\"\n", + " tickers = df[\"ticker\"].dropna().astype(str).unique().tolist()[:max_checks]\n", + "\n", + " for t in tickers:\n", + " try:\n", + " snap = get_json(f\"/markets/{t}\")\n", + " m = _get_market_obj(snap)\n", + "\n", + " # Skip closed/non-tradable if fields exist\n", + " if m.get(\"status\") in {\"closed\", \"settled\", \"canceled\"}:\n", + " continue\n", + " if m.get(\"is_tradable\") is False:\n", + " continue\n", + "\n", + " yb = _to_float(m.get(\"yes_bid_dollars\"))\n", + " ya = _to_float(m.get(\"yes_ask_dollars\"))\n", + "\n", + " # Filter out empty-book pattern (common in inactive markets)\n", + " if yb is not None and ya is not None and (yb == 0.0 and ya == 1.0):\n", + " continue\n", + "\n", + " ob_raw = get_json(f\"/markets/{t}/orderbook\")\n", + " ob = _get_orderbook_obj(ob_raw)\n", + " yes = ob.get(\"yes\") or ob.get(\"yes_dollars\") or []\n", + " no = ob.get(\"no\") or ob.get(\"no_dollars\") or []\n", + "\n", + " if (len(yes) + len(no)) > 0:\n", + " return t\n", + "\n", + " except Exception:\n", + " pass\n", + "\n", + " time.sleep(sleep_sec)\n", + "\n", + " return None\n", + "\n", + "# 1) Auto-pick an active market from `good`\n", + "MARKET_TICKER = pick_active_ticker(good, max_checks=200)\n", + "if not MARKET_TICKER:\n", + " # Fallback: just pick first one if nothing matched\n", + " MARKET_TICKER = str(good.iloc[0][\"ticker\"])\n", + " print(\"⚠️ Could not find an active orderbook quickly; falling back to:\", MARKET_TICKER)\n", + "else:\n", + " print(\"✅ Picked active MARKET_TICKER =\", MARKET_TICKER)\n", + "\n", + "# 2) Snapshot once\n", + "snap = get_json(f\"/markets/{MARKET_TICKER}\")\n", + "m = _get_market_obj(snap)\n", + "\n", + "print(\"\\nTitle:\", m.get(\"title\"))\n", + "print(\"YES bid/ask:\", m.get(\"yes_bid_dollars\"), \"/\", m.get(\"yes_ask_dollars\"))\n", + "print(\"NO bid/ask:\", m.get(\"no_bid_dollars\"), \"/\", m.get(\"no_ask_dollars\"))\n", + "print(\"Last price:\", m.get(\"last_price_dollars\"))\n", + "\n", + "# 3) Orderbook once\n", + "ob_raw = get_json(f\"/markets/{MARKET_TICKER}/orderbook\")\n", + "ob = _get_orderbook_obj(ob_raw)\n", + "\n", + "yes = ob.get(\"yes\") or ob.get(\"yes_dollars\") or []\n", + "no = ob.get(\"no\") or ob.get(\"no_dollars\") or []\n", + "\n", + "print(\"\\nTop YES levels:\", yes[:5])\n", + "print(\"Top NO levels:\", no[:5])\n", + "\n", + "# 4) Poll loop (runs for 5 minutes, then stops)\n", + "def poll_kalshi_market(ticker, every_sec=2.0, run_minutes=5):\n", + " end_ts = time.time() + run_minutes * 60\n", + " print(f\"\\nPolling {ticker} every {every_sec}s for ~{run_minutes} minutes...\")\n", + "\n", + " rows = []\n", + " while time.time() < end_ts:\n", + " try:\n", + " data = get_json(f\"/markets/{ticker}\")\n", + " m = _get_market_obj(data)\n", + "\n", + " now_utc = datetime.now(timezone.utc)\n", + " now_et = now_utc.astimezone(ET)\n", + "\n", + " row = {\n", + " \"ts_utc\": now_utc.isoformat(),\n", + " \"ts_est\": now_et.isoformat(),\n", + " \"yes_bid\": m.get(\"yes_bid_dollars\"),\n", + " \"yes_ask\": m.get(\"yes_ask_dollars\"),\n", + " \"last\": m.get(\"last_price_dollars\"),\n", + " \"volume_fp\": m.get(\"volume_fp\"),\n", + " \"open_interest_fp\": m.get(\"open_interest_fp\"),\n", + " }\n", + " rows.append(row)\n", + "\n", + " # Print in EST so it looks normal for you\n", + " tlabel = now_et.strftime(\"%H:%M:%S\")\n", + " print(f\"[{tlabel} EST] YES {row['yes_bid']}/{row['yes_ask']} \"\n", + " f\"LAST {row['last']} VOL {row['volume_fp']} OI {row['open_interest_fp']}\")\n", + "\n", + " except Exception as e:\n", + " # If rate-limited or transient error, just keep going\n", + " print(\"⚠️ poll error:\", str(e)[:120])\n", + "\n", + " remaining = end_ts - time.time()\n", + " if remaining <= 0:\n", + " break\n", + " time.sleep(min(every_sec, remaining))\n", + "\n", + " print(\"\\nDone. Collected\", len(rows), \"rows.\")\n", + " return pd.DataFrame(rows)\n", + "\n", + "df_live = poll_kalshi_market(MARKET_TICKER, every_sec=2.0, run_minutes=5)\n", + "df_live.tail()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "rBFNF0-l-HIO", + "outputId": "ae4e748d-3336-4552-a1b9-1e94f22a6aad" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "✅ Picked active MARKET_TICKER = KXATPMATCH-26JAN25SHERUU-SHE\n", + "\n", + "Title: Will Ben Shelton win the Shelton vs Ruud : Round Of 16 match?\n", + "YES bid/ask: 0.6300 / 0.6400\n", + "NO bid/ask: 0.3600 / 0.3700\n", + "Last price: 0.6400\n", + "\n", + "Top YES levels: [['0.0100', '3000.00'], ['0.0200', '3198.00'], ['0.0300', '200.00'], ['0.0400', '300.00'], ['0.0500', '300.00']]\n", + "Top NO levels: [['0.0100', '2587.00'], ['0.0200', '800.00'], ['0.0300', '246.00'], ['0.0400', '335.00'], ['0.0500', '300.00']]\n", + "\n", + "Polling KXATPMATCH-26JAN25SHERUU-SHE every 2.0s for ~5 minutes...\n", + "[00:27:09 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:11 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:13 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:15 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:17 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:19 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:21 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:23 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:25 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:27 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:29 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:31 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 488117.00 OI 482180.00\n", + "[00:27:33 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489404.00 OI 483467.00\n", + "[00:27:35 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489404.00 OI 483467.00\n", + "[00:27:37 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489405.00 OI 483468.00\n", + "[00:27:39 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489405.00 OI 483468.00\n", + "[00:27:41 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489405.00 OI 483468.00\n", + "[00:27:43 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489405.00 OI 483468.00\n", + "[00:27:45 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489656.00 OI 483719.00\n", + "[00:27:47 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489656.00 OI 483719.00\n", + "[00:27:49 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489807.00 OI 483870.00\n", + "[00:27:51 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489807.00 OI 483870.00\n", + "[00:27:53 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489807.00 OI 483870.00\n", + "[00:27:55 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489807.00 OI 483870.00\n", + "[00:27:57 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 489807.00 OI 483870.00\n", + "[00:27:59 EST] YES 0.6300/0.6400 LAST 0.6400 VOL 490270.00 OI 484333.00\n", + "[00:28:02 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490361.00 OI 484424.00\n", + "[00:28:04 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490361.00 OI 484424.00\n", + "[00:28:06 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490361.00 OI 484424.00\n", + "[00:28:08 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490361.00 OI 484424.00\n", + "[00:28:10 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490361.00 OI 484424.00\n", + "[00:28:12 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490741.00 OI 484804.00\n", + "[00:28:14 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490741.00 OI 484804.00\n", + "[00:28:16 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490741.00 OI 484804.00\n", + "[00:28:18 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490741.00 OI 484804.00\n", + "[00:28:20 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490741.00 OI 484804.00\n", + "[00:28:22 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490753.00 OI 484816.00\n", + "[00:28:24 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 490813.00 OI 484876.00\n", + "[00:28:26 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 496384.00 OI 490447.00\n", + "[00:28:28 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 496528.00 OI 490591.00\n", + "[00:28:30 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:32 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:34 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:36 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:38 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:40 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:42 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:44 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:46 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:48 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:51 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:53 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:55 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:57 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:28:59 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:01 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:03 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:05 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:07 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:09 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:11 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:13 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:15 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:17 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:19 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497940.00 OI 492003.00\n", + "[00:29:21 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497978.00 OI 492041.00\n", + "[00:29:23 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497978.00 OI 492041.00\n", + "[00:29:25 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497978.00 OI 492041.00\n", + "[00:29:27 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 497978.00 OI 492041.00\n", + "[00:29:30 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498013.00 OI 492076.00\n", + "[00:29:32 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498013.00 OI 492076.00\n", + "[00:29:34 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498013.00 OI 492076.00\n", + "[00:29:36 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498307.00 OI 492370.00\n", + "[00:29:38 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498913.00 OI 492976.00\n", + "[00:29:40 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498913.00 OI 492976.00\n", + "[00:29:42 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:44 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:46 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:48 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:50 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:52 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:54 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:56 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:29:58 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:30:00 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:30:02 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:30:05 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 498943.00 OI 493006.00\n", + "[00:30:07 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:09 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:11 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:13 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:15 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:17 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:19 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:21 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:23 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:25 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:27 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:29 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:31 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499011.00 OI 493074.00\n", + "[00:30:33 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:35 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:37 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:39 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:41 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:44 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:46 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499087.00 OI 493150.00\n", + "[00:30:48 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 499114.00 OI 493177.00\n", + "[00:30:50 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500394.00 OI 494457.00\n", + "[00:30:52 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500394.00 OI 494457.00\n", + "[00:30:54 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:30:56 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:30:58 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:00 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:02 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:04 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:06 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:08 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500409.00 OI 494472.00\n", + "[00:31:10 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500485.00 OI 494548.00\n", + "[00:31:12 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500528.00 OI 494591.00\n", + "[00:31:14 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500528.00 OI 494591.00\n", + "[00:31:17 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500528.00 OI 494591.00\n", + "[00:31:19 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:21 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:23 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:25 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:27 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:29 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:31 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:33 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:35 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:37 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:39 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:41 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:43 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:45 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 500589.00 OI 494652.00\n", + "[00:31:47 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:49 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:51 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:53 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:55 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:57 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:31:59 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:32:01 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:32:03 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:32:06 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "[00:32:08 EST] YES 0.6200/0.6400 LAST 0.6400 VOL 501087.00 OI 495150.00\n", + "\n", + "Done. Collected 147 rows.\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " ts_utc ts_est \\\n", + "142 2026-01-26T05:31:59.907749+00:00 2026-01-26T00:31:59.907749-05:00 \n", + "143 2026-01-26T05:32:01.940888+00:00 2026-01-26T00:32:01.940888-05:00 \n", + "144 2026-01-26T05:32:03.983733+00:00 2026-01-26T00:32:03.983733-05:00 \n", + "145 2026-01-26T05:32:06.020696+00:00 2026-01-26T00:32:06.020696-05:00 \n", + "146 2026-01-26T05:32:08.061393+00:00 2026-01-26T00:32:08.061393-05:00 \n", + "\n", + " yes_bid yes_ask last volume_fp open_interest_fp \n", + "142 0.6200 0.6400 0.6400 501087.00 495150.00 \n", + "143 0.6200 0.6400 0.6400 501087.00 495150.00 \n", + "144 0.6200 0.6400 0.6400 501087.00 495150.00 \n", + "145 0.6200 0.6400 0.6400 501087.00 495150.00 \n", + "146 0.6200 0.6400 0.6400 501087.00 495150.00 " + ], + "text/html": [ + "\n", + "
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ts_utcts_estyes_bidyes_asklastvolume_fpopen_interest_fp
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this makes them consistent\n", + "- `ts_utc()`: convenience timestamp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "WtAG7zfewfT1" + }, + "outputs": [], + "source": [ + "def get_json(url: str, params: dict | None = None, timeout: int = 20, retries: int = 3):\n", + " last_err = None\n", + " for attempt in range(retries):\n", + " try:\n", + " r = session.get(url, params=params, timeout=timeout)\n", + " r.raise_for_status()\n", + " return r.json()\n", + " except Exception as e:\n", + " last_err = e\n", + " time.sleep(1.5 * (attempt + 1))\n", + " raise RuntimeError(f\"GET failed after {retries} tries: {url} params={params}\\n{last_err}\")\n", + "\n", + "def maybe_json_list(x):\n", + " \"\"\"Gamma sometimes returns arrays as JSON-encoded strings; handle both.\"\"\"\n", + " if x is None:\n", + " return None\n", + " if isinstance(x, list):\n", + " return x\n", + " if isinstance(x, str):\n", + " try:\n", + " v = json.loads(x)\n", + " return v if isinstance(v, list) else x\n", + " except Exception:\n", + " return x\n", + " return x\n", + "\n", + "def ts_utc():\n", + " return int(datetime.now(timezone.utc).timestamp())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QSlXdqdBnRfT" + }, + "source": [ + "### List available sports / leagues (Gamma)\n", + "\n", + "Calls `GET /sports` from Gamma and shows the first rows as a DataFrame.\n", + "\n", + "This is where you can pick `series_id` ." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 677 + }, + "id": "mGDLa7JswlOJ", + "outputId": "604ffadb-7fe8-4a69-a55c-e7bb3eccf43c" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df_sports\",\n \"rows\": 127,\n \"fields\": [\n {\n \"column\": \"id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 36,\n \"min\": 1,\n \"max\": 128,\n \"num_unique_values\": 127,\n \"samples\": [\n 28,\n 113,\n 83\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sport\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 127,\n \"samples\": [\n \"uef\",\n \"cru19wc\",\n \"dehl\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"image\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 90,\n \"samples\": [\n \"https://polymarket-upload.s3.us-east-2.amazonaws.com/wta-logo-41f331bdf1.png\",\n \"https://polymarket-upload.s3.us-east-2.amazonaws.com/sud.png\",\n \"https://polymarket-upload.s3.us-east-2.amazonaws.com/rocket-league-0c26a313e4.jpg\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"resolution\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 96,\n \"samples\": [\n \"https://liquipedia.net/starcraft2/Main_Page\",\n \"https://theahl.com/stats/schedule\",\n \"https://www.hokej.cz/tipsport-extraliga\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ordering\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"away\",\n \"home\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"tags\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 119,\n \"samples\": [\n \"1,64,102756,100639\",\n \"1,100639,517,102949\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"series\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 127,\n \"samples\": [\n \"10243\",\n \"10907\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"createdAt\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 94,\n \"samples\": [\n \"2025-11-21T15:51:37.085249Z\",\n \"2025-11-21T15:51:24.659144Z\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df_sports" + }, + "text/html": [ + "\n", + "
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78mlbhttps://polymarket-upload.s3.us-east-2.amazona...https://www.mlb.com/away1,100639,10038132025-11-05T19:27:45.399303Z
89cfbhttps://polymarket-upload.s3.us-east-2.amazona...https://www.ncaa.com/away1,100351,100639102102025-11-05T19:27:45.399303Z
910nflhttps://polymarket-upload.s3.us-east-2.amazona...https://www.nfl.com/away1,450,100639101872025-11-05T19:27:45.399303Z
1011fl1https://polymarket-upload.s3.us-east-2.amazona...https://ligue1.com/enhome1,100639,102070,100350101952025-11-05T19:27:45.399303Z
1112seahttps://polymarket-upload.s3.us-east-2.amazona...https://www.legaseriea.it/enhome1,100639,101962,100350102032025-11-05T19:27:45.399303Z
1213uclhttps://polymarket-upload.s3.us-east-2.amazona...https://www.uefa.com/uefachampionsleague/home1,100977,100639,1234,100350102042025-11-05T19:27:45.399303Z
1315afchttps://polymarket-upload.s3.us-east-2.amazona...https://www.the-afc.com/en/home.htmlhome1,100639,100350,101680102412025-11-05T19:27:45.399303Z
1416ofchttps://polymarket-upload.s3.us-east-2.amazona...https://www.oceaniafootball.com/home1,100639,100350,102566102942025-11-05T19:27:45.399303Z
1517fifhttps://polymarket-upload.s3.us-east-2.amazona...https://www.fifa.com/enhome1,100639,100350,102539102382025-11-05T19:27:45.399303Z
1618erehttps://polymarket-upload.s3.us-east-2.amazona...https://eredivisie.eu/competition/home1,100639,100350,101735102862025-11-05T19:27:45.399303Z
1719arghttps://polymarket-upload.s3.us-east-2.amazona...https://www.afa.com.ar/home1,100639,100350,102561102852025-11-05T19:27:45.399303Z
1820itchttps://polymarket-upload.s3.us-east-2.amazona...https://www.legaseriea.it/en/coppa-italiahome1,100639,100350,102008102872025-11-05T19:27:45.399303Z
1921mexhttps://polymarket-upload.s3.us-east-2.amazona...https://www.ligamx.net/home1,100639,100350,102448102902025-11-05T19:27:45.399303Z
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official endpoint\n", + "df_sports = pd.DataFrame(sports)\n", + "df_sports.head(20)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "voZnpCaAnRfT" + }, + "source": [ + "### Fetch events for a chosen series\n", + "\n", + "Calls `GET /events` with parameters like:\n", + "\n", + "- `series_id`\n", + "- `active=true`\n", + "- `closed=false`\n", + "- `limit=...`\n", + "\n", + "Then builds `df_events` (event title, start time, number of markets)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 112 + }, + "id": "quiE8IHGwqHa", + "outputId": "2ebedfc5-007b-4fed-894b-b8f90bd75def" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "summary": "{\n \"name\": \"df_events\",\n \"rows\": 2,\n \"fields\": [\n {\n \"column\": \"event_id\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"174407\",\n \"174405\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Rams vs. Seahawks\",\n \"Patriots vs. Broncos\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"startTime\",\n \"properties\": {\n \"dtype\": \"object\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"2026-01-25T23:30:00Z\",\n \"2026-01-25T20:00:00Z\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"num_markets\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 9,\n \"min\": 59,\n \"max\": 73,\n \"num_unique_values\": 2,\n \"samples\": [\n 59,\n 73\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}", + "type": "dataframe", + "variable_name": "df_events" + }, + "text/html": [ + "\n", + "
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event_idtitlestartTimenum_markets
0174405Patriots vs. Broncos2026-01-25T20:00:00Z73
1174407Rams vs. Seahawks2026-01-25T23:30:00Z59
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Got: {token_ids}\")\n", + "\n", + "# Convenience: choose the first token id (often \"Yes\" if outcomes=[Yes,No])\n", + "TOKEN_ID = str(token_ids[0])\n", + "print(\"Using TOKEN_ID:\", TOKEN_ID)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gcG0EHOVnRfU" + }, + "source": [ + "### Snapshot: current price + order book (REST)\n", + "\n", + "Uses CLOB REST endpoints to get real time prices\n", + "\n", + "This is a **point-in-time snapshot**. If you run it again, you’ll get an updated snapshot." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6Y2R0Vv9yRXW", + "outputId": "eab7f74f-f1f0-4faa-9df6-382f74550f47" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BUY price: {'price': '0.44'}\n", + "SELL price: {'price': '0.45'}\n", + "Top of book bids: [{'price': '0.01', 'size': '67979'}, {'price': '0.02', 'size': '55162'}, {'price': '0.03', 'size': '31882'}, {'price': '0.04', 'size': '21368'}, {'price': '0.05', 'size': '23648.22'}]\n", + "Top of book asks: [{'price': '0.99', 'size': '85335.87'}, {'price': '0.98', 'size': '44343'}, {'price': '0.97', 'size': '38059'}, {'price': '0.96', 'size': '16901'}, {'price': '0.95', 'size': '950'}]\n" + ] + } + ], + "source": [ + "# Current prices (note: side is BUY / SELL)\n", + "buy_px = get_json(f\"{CLOB}/price\", params={\"token_id\": TOKEN_ID, \"side\": \"BUY\"})\n", + "sell_px = get_json(f\"{CLOB}/price\", params={\"token_id\": TOKEN_ID, \"side\": \"SELL\"})\n", + "\n", + "book = get_json(f\"{CLOB}/book\", params={\"token_id\": TOKEN_ID})\n", + "\n", + "print(\"BUY price:\", buy_px)\n", + "print(\"SELL price:\", sell_px)\n", + "print(\"Top of book bids:\", (book.get(\"bids\") or [])[:5])\n", + "print(\"Top of book asks:\", (book.get(\"asks\") or [])[:5])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HB4gG50lnRfU" + }, + "source": [ + "### Live updates: public WebSocket stream\n", + "\n", + "Starts a WebSocket subscription for one or more token IDs and prints a clean “live feed”.\n", + "\n", + "Why WS if you already have `/price`?\n", + "- WS is **push-based** (no polling loop / less API load)\n", + "- You get near-real-time updates without repeatedly calling REST endpoints\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "yrPJj1hy4VxG", + "outputId": "e9a7bdc7-49d5-4cc0-dc60-1d4d3c3bb0d3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Polymarket WS subscribed (both outcomes). Streaming... (stop the cell to end)\n", + "[21:24:56 UTC] Patriots 0.5800/0.5900 last None | Broncos 0.4100/0.4200 last None\n", + "[21:24:58 UTC] Patriots 0.5800/0.6000 last None | Broncos 0.4100/0.4200 last None\n", + "[21:25:05 UTC] Patriots 0.5800/0.6000 last 0.6000 | Broncos 0.4000/0.4200 last 0.4200\n", + "[21:25:09 UTC] Patriots 0.5800/0.5900 last 0.6000 | Broncos 0.4000/0.4200 last 0.4200\n", + "[21:25:13 UTC] Patriots 0.5700/0.5900 last 0.5800 | Broncos 0.4100/0.4200 last 0.4100\n", + "[21:25:17 UTC] Patriots 0.5700/0.5800 last 0.5800 | Broncos 0.4100/0.4300 last 0.4300\n", + "[21:25:21 UTC] Patriots 0.5700/0.5800 last 0.5800 | Broncos 0.4200/0.4300 last 0.4200\n", + "[21:25:22 UTC] Patriots 0.5700/0.5800 last 0.5800 | Broncos 0.4200/0.4300 last 0.4300\n", + "[21:25:30 UTC] Patriots 0.5800/0.5900 last 0.5800 | Broncos 0.4200/0.4300 last 0.4300\n", + "[21:25:32 UTC] Patriots 0.5800/0.5900 last 0.5800 | Broncos 0.4100/0.4200 last 0.4200\n", + "[21:25:37 UTC] Patriots 0.5800/0.5900 last 0.5900 | Broncos 0.4100/0.4200 last 0.4200\n", + "[21:25:41 UTC] Patriots 0.5700/0.5800 last 0.5900 | Broncos 0.4100/0.4200 last 0.4200\n", + "[21:25:42 UTC] Patriots 0.5700/0.5800 last 0.5900 | Broncos 0.4200/0.4300 last 0.4300\n", + "[21:25:44 UTC] Patriots 0.5700/0.5800 last 0.5900 | Broncos 0.4200/0.4300 last 0.4200\n", + "[21:25:47 UTC] Patriots 0.5600/0.5700 last 0.5800 | Broncos 0.4200/0.4300 last 0.4200\n", + "[21:25:48 UTC] Patriots 0.5600/0.5700 last 0.5800 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:25:51 UTC] Patriots 0.5500/0.5700 last 0.5600 | Broncos 0.4300/0.4500 last 0.4400\n", + "[21:25:53 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:02 UTC] Patriots 0.5400/0.5500 last 0.5600 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:03 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4500/0.4600 last 0.4500\n", + "[21:26:07 UTC] Patriots 0.5400/0.5600 last 0.5500 | Broncos 0.4400/0.4500 last 0.4500\n", + "[21:26:10 UTC] Patriots 0.5600/0.5700 last 0.5600 | Broncos 0.4400/0.4600 last 0.4600\n", + "[21:26:12 UTC] Patriots 0.5600/0.5700 last 0.5700 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:26:13 UTC] Patriots 0.5600/0.5700 last 0.5700 | Broncos 0.4200/0.4500 last 0.4400\n", + "[21:26:16 UTC] Patriots 0.5500/0.5600 last 0.5700 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:26:18 UTC] Patriots 0.5500/0.5600 last 0.5500 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:19 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4500\n", + "[21:26:21 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:22 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:27 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4500\n", + "[21:26:31 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:32 UTC] Patriots 0.5500/0.5600 last 0.5500 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:37 UTC] Patriots 0.5600/0.5700 last 0.5500 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:26:40 UTC] Patriots 0.5600/0.5700 last 0.5600 | Broncos 0.4300/0.4400 last 0.4300\n", + "[21:26:47 UTC] Patriots 0.5600/0.5700 last 0.5700 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:26:56 UTC] Patriots 0.5600/0.5700 last 0.5700 | Broncos 0.4300/0.4400 last 0.4300\n", + "[21:26:59 UTC] Patriots 0.5600/0.5700 last 0.5700 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:27:00 UTC] Patriots 0.5600/0.5700 last 0.5600 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:27:08 UTC] Patriots 0.5500/0.5700 last 0.5600 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:27:12 UTC] Patriots 0.5600/0.5700 last 0.5600 | Broncos 0.4300/0.4500 last 0.4400\n", + "[21:27:15 UTC] Patriots 0.5600/0.5700 last 0.5600 | Broncos 0.4300/0.4400 last 0.4400\n", + "[21:27:17 UTC] Patriots 0.5500/0.5600 last 0.5500 | Broncos 0.4400/0.4500 last 0.4400\n", + "[21:27:20 UTC] Patriots 0.5400/0.5600 last 0.5500 | Broncos 0.4500/0.4600 last 0.4400\n", + "[21:27:21 UTC] Patriots 0.5500/0.5600 last 0.5600 | Broncos 0.4400/0.4500 last 0.4600\n", + "WS error: \n", + "WS closed: None None\n" + ] + } + ], + "source": [ + "# Polymarket WS — print BOTH outcome tokens on one line (clean)\n", + "\n", + "!pip -q install websocket-client\n", + "import websocket, threading, json, time\n", + "from datetime import datetime, timezone\n", + "\n", + "TOKENS = [str(t) for t in token_ids] # token_ids from your Gamma event/market cell (length 2)\n", + "OUTCOME_NAMES = outcomes # outcomes from your Gamma cell (e.g., [\"Patriots\",\"Broncos\"])\n", + "\n", + "state = {t: {\"bid\": None, \"ask\": None, \"last\": None} for t in TOKENS}\n", + "last_print_t = 0.0\n", + "\n", + "def fmt(x): return \"None\" if x is None else f\"{float(x):.4f}\"\n", + "\n", + "def as_levels(x):\n", + " out = []\n", + " if not x: return out\n", + " for lvl in x:\n", + " if isinstance(lvl, (list, tuple)) and len(lvl) >= 2:\n", + " try: out.append((float(lvl[0]), float(lvl[1])))\n", + " except: pass\n", + " elif isinstance(lvl, dict):\n", + " try: out.append((float(lvl.get(\"price\")), float(lvl.get(\"size\"))))\n", + " except: pass\n", + " return out\n", + "\n", + "def normalize_events(message):\n", + " try:\n", + " obj = json.loads(message)\n", + " except Exception:\n", + " return []\n", + " if isinstance(obj, list):\n", + " return [x for x in obj if isinstance(x, dict)]\n", + " if isinstance(obj, dict):\n", + " d = obj.get(\"data\")\n", + " if isinstance(d, list):\n", + " out = []\n", + " for item in d:\n", + " if isinstance(item, dict):\n", + " item = dict(item)\n", + " item.setdefault(\"event_type\", obj.get(\"event_type\") or obj.get(\"type\"))\n", + " out.append(item)\n", + " return out\n", + " if isinstance(d, dict):\n", + " item = dict(d)\n", + " item.setdefault(\"event_type\", obj.get(\"event_type\") or obj.get(\"type\"))\n", + " return [item]\n", + " return [obj]\n", + " return []\n", + "\n", + "def print_line():\n", + " ts = datetime.now(timezone.utc).strftime(\"%H:%M:%S\")\n", + " parts = []\n", + " for name, tid in zip(OUTCOME_NAMES, TOKENS):\n", + " s = state[tid]\n", + " parts.append(f\"{name[:10]:<10} {fmt(s['bid'])}/{fmt(s['ask'])} last {fmt(s['last'])}\")\n", + " print(f\"[{ts} UTC] \" + \" | \".join(parts))\n", + "\n", + "def run_ws(print_every=1.0, ping_every=10):\n", + " global last_print_t\n", + "\n", + " def on_open(ws):\n", + " ws.send(json.dumps({\"assets_ids\": TOKENS, \"type\": \"market\"}))\n", + " def ping_loop():\n", + " while True:\n", + " try:\n", + " ws.send(\"PING\")\n", + " time.sleep(ping_every)\n", + " except Exception:\n", + " break\n", + " threading.Thread(target=ping_loop, daemon=True).start()\n", + " print(\"✅ Polymarket WS subscribed (both outcomes). Streaming... (stop the cell to end)\")\n", + "\n", + " def on_message(ws, message):\n", + " global last_print_t\n", + " if message == \"PONG\":\n", + " return\n", + "\n", + " changed = False\n", + " for ev in normalize_events(message):\n", + " try:\n", + " et = ev.get(\"event_type\") or ev.get(\"type\")\n", + " tid = ev.get(\"asset_id\") or ev.get(\"token_id\") or ev.get(\"assetId\") or ev.get(\"tokenId\")\n", + " tid = str(tid) if tid is not None else None\n", + " if tid not in state:\n", + " continue\n", + "\n", + " if et in (\"book\", \"orderbook\", \"book_change\"):\n", + " bids = as_levels(ev.get(\"bids\") or [])\n", + " asks = as_levels(ev.get(\"asks\") or [])\n", + " if bids:\n", + " bid = max(bids, key=lambda t: t[0])[0]\n", + " if bid != state[tid][\"bid\"]:\n", + " state[tid][\"bid\"] = bid\n", + " changed = True\n", + " if asks:\n", + " ask = min(asks, key=lambda t: t[0])[0]\n", + " if ask != state[tid][\"ask\"]:\n", + " state[tid][\"ask\"] = ask\n", + " changed = True\n", + "\n", + " elif et in (\"last_trade_price\", \"last_trade\", \"price_change\"):\n", + " px = ev.get(\"price\") or ev.get(\"last_trade_price\") or ev.get(\"lastTradePrice\") or ev.get(\"new_price\") or ev.get(\"newPrice\")\n", + " if px is not None:\n", + " px = float(px)\n", + " if px != state[tid][\"last\"]:\n", + " state[tid][\"last\"] = px\n", + " changed = True\n", + " except Exception:\n", + " continue\n", + "\n", + " now = time.time()\n", + " if changed and (now - last_print_t >= print_every):\n", + " print_line()\n", + " last_print_t = now\n", + "\n", + " def on_error(ws, err):\n", + " print(\"WS error:\", err)\n", + "\n", + " def on_close(ws, code, msg):\n", + " print(\"WS closed:\", code, msg)\n", + "\n", + " ws = websocket.WebSocketApp(\n", + " WSS_MARKET,\n", + " on_open=on_open,\n", + " on_message=on_message,\n", + " on_error=on_error,\n", + " on_close=on_close\n", + " )\n", + " ws.run_forever()\n", + "\n", + "run_ws(print_every=1.0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "01LanGtKnRfU" + }, + "source": [ + "## More Polymarket API features\n", + "\n", + "This starter kit covers the **core building blocks** for the contest:\n", + "- discovering sports series/events via the **Gamma API**\n", + "- pulling current prices and order books via **CLOB** (`/price`, `/book`)\n", + "- optional real-time updates via the public **WebSocket** stream\n", + "\n", + "If you need **more features beyond the base examples here** (additional endpoints and other WebSocket channels, etc.), please refer to the **official Polymarket API documentation**:\n", + "\n", + "https://docs.polymarket.com/quickstart/overview#apis-at-a-glance\n" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "L4", + "machine_shape": "hm", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/Tutorials/Task_3_tutorial/README.md b/Tutorials/Task_3_tutorial/README.md index 53989c9..1bbb09a 100644 --- a/Tutorials/Task_3_tutorial/README.md +++ b/Tutorials/Task_3_tutorial/README.md @@ -1,43 +1,178 @@ -# Task 3 Starter Kit: Prediction Market Arbitrage +# FinAI Task III: Prediction Market Arbitrage -This starter kit provides a template for the **Prediction Market Arbitrage** task. It demonstrates the expected agent interface for trading across Kalshi and Polymarket. +## Task Overview -> **IMPORTANT**: This is only an example. You should design and implement your own agent for submission. +This task focuses on developing trading agents that identify and execute arbitrage opportunities across two prediction markets — **Kalshi** and **Polymarket** — for a series of sports events with binary options. -## 📂 Directory Structure +Models may incorporate sentiment signals in addition to market data to anticipate market moves when new information changes expectations during a game. -``` -Task_3_tutorial/ -├── README.md # This file -├── Task_3_Description.md # Task description and dataset info -├── requirements.txt # Python dependencies (add your own) -├── example_agent.py # Template agent (implement your own logic) -└── main.py # Main script to run paper trading simulation -``` +Evaluation will be conducted via **paper trading**, where agents perform simulated trading on real market data without using real capital. -## 🚀 Setup +--- -```bash -cd Tutorials/Task_3_tutorial -pip install -r requirements.txt -``` +## Objective -## ▶️ Running +Your agent should: -```bash -python main.py -``` +- Identify cross-market arbitrage opportunities between Kalshi and Polymarket binary sports contracts +- Ingest and interpret real-time market data: + - Prices + - Bid–ask spreads + - Liquidity + - Order book signals +- Maintain basic risk management: + - Position sizing + - Exposure limits + - Avoiding overtrading +- Execute paper trades by generating explicit trade actions: + - Event selection + - Contract direction (YES / NO) + - Position size + - Simulated execution under realistic market conditions +- Optionally incorporate sentiment signals from external data sources -## 🛠 Developing Your Agent +--- -This is only an example. You should design and implement your own agent with: -- Your own market data fetching strategy (Kalshi API, Polymarket CLOB API) -- Your own arbitrage detection algorithm -- Your own order execution logic -- Your own risk management +## Why It Matters -## 📚 API Resources +Prediction markets are becoming increasingly mainstream as real-time signals of collective expectations. -- **Kalshi API**: https://trading-api.readme.io/docs -- **Polymarket CLOB API**: https://docs.polymarket.com -- **Polymarket Python SDK**: https://github.com/Polymarket/py-clob-client +Cross-venue arbitrage is meaningful because it tests whether an agent can: + +- Capture temporary mispricing between Kalshi and Polymarket +- React under latency constraints +- Account for bid–ask spreads +- Handle liquidity constraints +- Operate within risk limits + +This task evaluates both market efficiency detection and execution robustness. + +--- + +# Starter Kit Overview + +The starter kit allows contestants to: + +- Pull real-time market data from Kalshi and Polymarket +- Collect external sports sentiment data via RSS feeds +- Build dashboards +- Generate features for trading agents +- Detect market-moving updates (injuries, trades, lineup changes, major headlines) + +--- + +# Polymarket Data + +Documentation: +https://docs.polymarket.com/quickstart/overview#apis-at-a-glance + +Polymarket uses a two-layer data access system: + +- **Gamma API** → Market discovery +- **CLOB API** → Live pricing and order book data + +Includes: +- Public WebSocket stream for real-time updates +- Configurable runtime duration for streaming + +### What You Get from Polymarket API + +- List of sports series from Gamma (series_id) +- Pull events and markets +- Extract token IDs for CLOB usage +- Fetch: + - Current prices via `/price` + - Current order book via `/book` +- WebSocket live stream for low-latency bid/ask updates + +--- + +# Kalshi Data + +Documentation: +https://docs.kalshi.com/welcome + +This demo retrieves sports market data from Kalshi API and includes a liquidity quality filter. + +### What You Get from Kalshi API + +- Market list including: + - Bid + - Ask + - Last price + - Volume + - Open interest +- Computed: + - Spread + - Midpoint +- Filtered view of higher-liquidity, tighter-spread markets +- Optional live polling output (auto-stops after configurable runtime) + +--- + +# Sports Sentiment Data via RSS + +This demo creates a **Sports Sentiment Signal Feed** using RSS feeds. + +Features: + +- Polls multiple sports news RSS sources +- Normalizes timestamps (UTC) +- Tags items by league (NFL, NBA, etc.) +- Applies signal labels: + - injury + - lineup + - trade + - suspension + - game_event +- Deduplicates entries +- Clean polling loop with configurable runtime + +### What You Get from the RSS Notebook + +- Multi-source RSS ingestion +- Deduplication +- Signal tagging +- Auto-stopping clean polling loop + +--- + +# Evaluation + +Each submission will be evaluated in a **paper-trading environment** using real-time market data from Kalshi and Polymarket. + +- No real capital is used. +- Agents are evaluated on their ability to capture cross-market arbitrage opportunities. + +### Initial Capital + +- Polymarket Account: $10,000 +- Kalshi Account: $10,000 + +--- + +# Arbitrage Performance Metrics + +### 1. Total Profit / Loss (P&L) +Net paper-trading return over the evaluation period. + +### 2. Sharpe Ratio +Risk-adjusted return consistency. + +### 3. Maximum Drawdown +Largest peak-to-trough decline in cumulative P&L. + +### 4. Number of Successful Arbitrage Trades +Count of profitable arbitrage executions. + +--- + +## Summary + +This task evaluates: + +- Cross-venue mispricing detection +- Real-time execution capability +- Risk-aware trading strategies +- Optional sentiment-enhanced market anticipation +- Performance consistency under realistic market conditions \ No newline at end of file diff --git a/Tutorials/Task_3_tutorial/RssFeedDemo.ipynb b/Tutorials/Task_3_tutorial/RssFeedDemo.ipynb new file mode 100644 index 0000000..ef8e2ea --- /dev/null +++ b/Tutorials/Task_3_tutorial/RssFeedDemo.ipynb @@ -0,0 +1,1284 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Sports Sentiment Data via RSS (Demo)" + ], + "metadata": { + "id": "SSlVdGKchW3C" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Install Required Libraries\n", + "\n", + "\n" + ], + "metadata": { + "id": "Tskd2sGdqql7" + } + }, + { + "cell_type": "code", + "source": [ + "!pip -q install feedparser pandas python-dateutil\n" + ], + "metadata": { + "id": "7nIp4xh3kLfV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Import Core Libraries\n", + "\n", + "This cell imports all core dependencies used throughout the pipeline" + ], + "metadata": { + "id": "JUsDR2raq2C0" + } + }, + { + "cell_type": "code", + "source": [ + "import time, re, hashlib\n", + "import feedparser\n", + "import pandas as pd\n", + "from datetime import datetime, timezone\n", + "from dateutil import parser as dtparser\n" + ], + "metadata": { + "id": "1xVcx7UhkOBU" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Configure RSS Feed Sources\n", + "\n", + "This cell defines the set of RSS feeds to monitor.\n", + "\n", + "You can freely:\n", + "- Add new feeds \n", + "- Remove feeds \n", + "- Rename sources \n", + "\n", + "This is just a demo using an RSS feed—you’ll need to add additional RSS sources/links for broader sports events coverage." + ], + "metadata": { + "id": "q62cD0TAq6wL" + } + }, + { + "cell_type": "code", + "source": [ + "# Cell — RSS sources (add/remove freely)\n", + "# Cell — Working starter RSS feeds (NBA + NFL + general)\n", + "FEEDS = {\n", + " # General / multi-sport\n", + " \"ESPN\": \"https://www.espn.com/espn/rss/news\",\n", + " \"CBS_SPORTS\": \"https://www.cbssports.com/rss/headlines/\",\n", + " \"YAHOO_SPORTS\": \"https://sports.yahoo.com/rss/\",\n", + "\n", + " # NFL\n", + " \"NFL_NEWS\": \"https://www.nfl.com/rss/rsslanding?searchString=news\",\n", + " \"ESPN_NFL\": \"https://www.espn.com/espn/rss/nfl/news\",\n", + "\n", + " # NBA\n", + " \"ESPN_NBA\": \"https://www.espn.com/espn/rss/nba/news\",\n", + " \"NBA_RUMORS_HOOPSHYPE\": \"https://hoopshype.com/feed/\",\n", + "\n", + "}\n", + "\n", + "print(\"Feeds configured:\", len(FEEDS))\n", + "list(FEEDS.items())[:3]\n", + "\n", + "\n", + "print(\"Feeds configured:\", len(FEEDS))\n", + "list(FEEDS.keys())[:10]\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KdeR3R2LkO0s", + "outputId": "1ef26628-7a91-4828-d70f-c784fe76875b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Feeds configured: 7\n", + "Feeds configured: 7\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['ESPN',\n", + " 'CBS_SPORTS',\n", + " 'YAHOO_SPORTS',\n", + " 'NFL_NEWS',\n", + " 'ESPN_NFL',\n", + " 'ESPN_NBA',\n", + " 'NBA_RUMORS_HOOPSHYPE']" + ] + }, + "metadata": {}, + "execution_count": 97 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Core RSS Fetch Utilities\n", + "\n", + "Defines helpers to:\n", + "- Parse RSS timestamps safely (UTC)\n", + "- Create a unique fingerprint per item (dedupe)\n", + "- Fetch all feeds once into a clean DataFrame (sorted, deduped)\n", + "\n", + "Also runs a quick one-time fetch to preview results and total items.\n" + ], + "metadata": { + "id": "tTOxBhf8rCzF" + } + }, + { + "cell_type": "code", + "source": [ + "def safe_parse_dt(x):\n", + " if not x:\n", + " return None\n", + " try:\n", + " d = dtparser.parse(x)\n", + " if not d.tzinfo:\n", + " d = d.replace(tzinfo=timezone.utc)\n", + " return d.astimezone(timezone.utc)\n", + " except Exception:\n", + " return None\n", + "\n", + "def item_fingerprint(title, link, published):\n", + " base = (title or \"\") + \"|\" + (link or \"\") + \"|\" + (published.isoformat() if published else \"\")\n", + " return hashlib.sha1(base.encode(\"utf-8\", errors=\"ignore\")).hexdigest()\n", + "\n", + "def fetch_feeds_once(feeds: dict, timeout=15):\n", + " rows = []\n", + " for name, url in feeds.items():\n", + " if not url or \"PASTE_\" in url:\n", + " continue\n", + " try:\n", + " f = feedparser.parse(url, agent=\"colab-rss-sports-feed/1.0\")\n", + " for e in f.entries:\n", + " title = getattr(e, \"title\", None)\n", + " link = getattr(e, \"link\", None)\n", + " summary = getattr(e, \"summary\", None) or getattr(e, \"description\", None)\n", + "\n", + " published_raw = getattr(e, \"published\", None) or getattr(e, \"updated\", None)\n", + " published_dt = safe_parse_dt(published_raw)\n", + "\n", + " fp = item_fingerprint(title, link, published_dt)\n", + "\n", + " rows.append({\n", + " \"source\": name,\n", + " \"published_utc\": published_dt,\n", + " \"title\": title,\n", + " \"link\": link,\n", + " \"summary\": summary,\n", + " \"fp\": fp,\n", + " })\n", + " except Exception as ex:\n", + " rows.append({\n", + " \"source\": name,\n", + " \"published_utc\": None,\n", + " \"title\": None,\n", + " \"link\": None,\n", + " \"summary\": f\"ERROR: {ex}\",\n", + " \"fp\": f\"error:{name}\",\n", + " })\n", + " time.sleep(0.15) # polite throttle\n", + "\n", + " df = pd.DataFrame(rows)\n", + " if len(df):\n", + " # Sort newest first; some feeds have missing published times\n", + " df = df.sort_values([\"published_utc\"], ascending=False, na_position=\"last\")\n", + " df = df.drop_duplicates(subset=[\"fp\"], keep=\"first\")\n", + " return df\n", + "\n", + "df_rss = fetch_feeds_once(FEEDS)\n", + "display(df_rss.head(30))\n", + "print(\"Total items:\", len(df_rss))\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "rsYmWl65kQ0i", + "outputId": "565b2792-ae74-4bb4-b12b-3453892b8a22" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " source published_utc \\\n", + "65 YAHOO_SPORTS 2026-01-26 04:45:33+00:00 \n", + "66 YAHOO_SPORTS 2026-01-26 04:43:35+00:00 \n", + "68 YAHOO_SPORTS 2026-01-26 04:43:00+00:00 \n", + "67 YAHOO_SPORTS 2026-01-26 04:43:00+00:00 \n", + "69 YAHOO_SPORTS 2026-01-26 04:41:49+00:00 \n", + "70 YAHOO_SPORTS 2026-01-26 04:41:35+00:00 \n", + "71 YAHOO_SPORTS 2026-01-26 04:40:55+00:00 \n", + "72 YAHOO_SPORTS 2026-01-26 04:40:43+00:00 \n", + "73 YAHOO_SPORTS 2026-01-26 04:40:08+00:00 \n", + "74 YAHOO_SPORTS 2026-01-26 04:38:56+00:00 \n", + "75 YAHOO_SPORTS 2026-01-26 04:38:20+00:00 \n", + "76 YAHOO_SPORTS 2026-01-26 04:37:22+00:00 \n", + "77 YAHOO_SPORTS 2026-01-26 04:35:00+00:00 \n", + "78 YAHOO_SPORTS 2026-01-26 04:34:12+00:00 \n", + "79 YAHOO_SPORTS 2026-01-26 04:33:52+00:00 \n", + "80 YAHOO_SPORTS 2026-01-26 04:33:26+00:00 \n", + "81 YAHOO_SPORTS 2026-01-26 04:33:25+00:00 \n", + "82 YAHOO_SPORTS 2026-01-26 04:33:00+00:00 \n", + "83 YAHOO_SPORTS 2026-01-26 04:32:25+00:00 \n", + "84 YAHOO_SPORTS 2026-01-26 04:32:17+00:00 \n", + "85 YAHOO_SPORTS 2026-01-26 04:32:14+00:00 \n", + "86 YAHOO_SPORTS 2026-01-26 04:31:18+00:00 \n", + "87 YAHOO_SPORTS 2026-01-26 04:30:00+00:00 \n", + "88 YAHOO_SPORTS 2026-01-26 04:29:47+00:00 \n", + "89 YAHOO_SPORTS 2026-01-26 04:28:29+00:00 \n", + "90 YAHOO_SPORTS 2026-01-26 04:27:38+00:00 \n", + "91 YAHOO_SPORTS 2026-01-26 04:25:50+00:00 \n", + "92 YAHOO_SPORTS 2026-01-26 04:25:35+00:00 \n", + "93 YAHOO_SPORTS 2026-01-26 04:24:04+00:00 \n", + "94 YAHOO_SPORTS 2026-01-26 04:23:59+00:00 \n", + "\n", + " title \\\n", + "65 Las Vegas Raiders and the Buffalo Bills are in... \n", + "66 Photos: Best images from Thunder's 103-101 los... \n", + "68 Super Bowl Prop Bets: Odds and Expert Picks fo... \n", + "67 Super Bowl National Anthem Length: Charlie Put... \n", + "69 McVay bristles at question about Stafford's fu... \n", + "70 Writer suggests 'reasonable' trade package for... \n", + "71 Dru Smith keeps impressing with his defense 'O... \n", + "72 NFL fans raise conspiracy theory over Super Bo... \n", + "73 Russell Wilson praises Sam Darnold for 'inspir... \n", + "74 Sean McVay left at a loss for words after Rams... \n", + "75 Kawhi Leonard, James Harden fuel fast start as... \n", + "76 Nets player grades: Danny Wolf drops 14 in 126... \n", + "77 From Knicks disaster to Clippers blowout, Nets... \n", + "78 Sean McVay: Seahawks had "fortuitous bust... \n", + "79 Seahawks set to rematch with Patriots in Super... \n", + "80 'Did it for Harambe' Sun Devils' Twitter react... \n", + "81 Seahawks NFC championship win is good news for... \n", + "82 3 reasons Patriots defense dominated in AFC pl... \n", + "83 Sean McVay says Seahawks 'lucked into' pivotal... \n", + "84 Presumed Chargers OC 'still in mix' for Raider... \n", + "85 Scottie Scheffler's clubs: Inside his American... \n", + "86 Player grades: Thunder can't close out again i... \n", + "87 Best Super Bowl Coin Toss Prop Results: Heads ... \n", + "88 Seahawks to face Patriots in Super Bowl 60 \n", + "89 No QB had ever lost a playoff game with number... \n", + "90 How family grief made Hamer-Webb pick Wales \n", + "91 Patriots Join 49ers In Elite Company After Cli... \n", + "92 Miami linebacker Raul Aguirre commits to NC St... \n", + "93 What head coach candidates can Las Vegas Raide... \n", + "94 Silver Knights cannot keep first period moment... \n", + "\n", + " link \\\n", + "65 https://sports.yahoo.com/articles/las-vegas-ra... \n", + "66 https://sports.yahoo.com/articles/photos-best-... \n", + "68 https://sports.yahoo.com/articles/super-bowl-p... \n", + "67 https://sports.yahoo.com/articles/super-bowl-n... \n", + "69 https://sports.yahoo.com/articles/mcvay-bristl... \n", + "70 https://sports.yahoo.com/articles/writer-sugge... \n", + "71 https://sports.yahoo.com/articles/dru-smith-ke... \n", + "72 https://sports.yahoo.com/articles/nfl-fans-rai... \n", + "73 https://sports.yahoo.com/articles/russell-wils... \n", + "74 https://sports.yahoo.com/articles/sean-mcvay-l... \n", + "75 https://sports.yahoo.com/articles/kawhi-leonar... \n", + "76 https://sports.yahoo.com/articles/nets-player-... \n", + "77 https://sports.yahoo.com/articles/knicks-disas... \n", + "78 https://sports.yahoo.com/articles/sean-mcvay-s... \n", + "79 https://sports.yahoo.com/articles/seahawks-set... \n", + "80 https://sports.yahoo.com/articles/did-harambe-... \n", + "81 https://sports.yahoo.com/articles/seahawks-nfc... \n", + "82 https://sports.yahoo.com/articles/3-reasons-pa... \n", + "83 https://sports.yahoo.com/nfl/article/sean-mcva... \n", + "84 https://sports.yahoo.com/articles/potential-ch... \n", + "85 https://sports.yahoo.com/articles/scottie-sche... \n", + "86 https://sports.yahoo.com/articles/player-grade... \n", + "87 https://sports.yahoo.com/articles/best-super-b... \n", + "88 https://sports.yahoo.com/articles/patriots-bea... \n", + "89 https://sports.yahoo.com/articles/no-qb-had-ev... \n", + "90 https://sports.yahoo.com/articles/family-grief... \n", + "91 https://sports.yahoo.com/articles/patriots-joi... \n", + "92 https://sports.yahoo.com/articles/miami-lineba... \n", + "93 https://sports.yahoo.com/articles/head-coach-c... \n", + "94 https://sports.yahoo.com/articles/silver-knigh... \n", + "\n", + " summary \\\n", + "65 With the Broncos eliminated from the postseaso... \n", + "66 The best photos from the Oklahoma City Thunder... \n", + "68 We share the most popular Super Bowl props and... \n", + "67 A look at Over/Under odds for the National Ant... \n", + "69 The Los Angeles Rams quarterback turns 38 in t... \n", + "70 Would it be worth it for the Lakers to give up... \n", + "71 Dru Smith has continued to be one of the stand... \n", + "72 Some people are buried deep into NFL conspirac... \n", + "73 Here's what Wilson said after the Seahawks' win. \n", + "74 Rams coach Sean McVay had an honest reaction t... \n", + "75 Kawhi Leonard scored 21 of his 28 points in th... \n", + "76 Here are the Brooklyn Nets player grades follo... \n", + "77 Wednesday was Madison Square Garden. Sunday wa... \n", + "78 Although the NFC Championship had many compell... \n", + "79 The rematch of Super Bowl XLIX is set \n", + "80 Arizona State students wore "forks up for... \n", + "81 The Seahawks beat the Rams in the NFC Champion... \n", + "82 The Patriots played terrific defense throughou... \n", + "83 Bust or not, the Seahawks cut off all of Matth... \n", + "84 Mike McDaniel is still an option to be the Rai... \n", + "85 Scottie Scheffler won the 2026 American Expres... \n", + "86 Player grades for the Oklahoma City Thunder's ... \n", + "87 Find the best odds, past results, and advice f... \n", + "88 The Seattle Seahawks will face the New England... \n", + "89 Matthew Stafford is the first quarterback ever... \n", + "90 Uncapped Gabriel Hamer-Webb reveals how his Ca... \n", + "91 The New England Patriots will have one more ga... \n", + "92 Miami linebacker Raul Aguirre has committed to... \n", + "93 2nd interviews with candidates in Super Bowl c... \n", + "94 It is not about how you start, but how you fin... \n", + "\n", + " fp \n", + "65 b8d84f64683f1644e5becad3a58996cbb7f0ceb1 \n", + "66 11bbd167da9db5d889a9e5a16a6702cfece76ff9 \n", + "68 86b2e26eda383167ffd1f3b50650251976e772ef \n", + "67 db30bfe312fa7e2ecd264b572622161b07504e53 \n", + "69 8fbd9e9d7b8c54c6b0225f1dc149810e03249e57 \n", + "70 75147f0cd04952aee5fec4c094ab8e00f7184fae \n", + "71 9849427cefb85bd8c8d1eab7fccc1fdf3952cff5 \n", + "72 03963c4e13d9a55d1f218e9888f1d1a29aadca77 \n", + "73 b60ea2b179230ceac0d541903c494c1a052fafc6 \n", + "74 e0f2448a82a36f6c2d6f3dd264bb0a019772f58d \n", + "75 dc2cebb0a9691f099fa90d5578becba1a11b0892 \n", + "76 e21a22423f3a7d51f7e5a789ce7f327b3a34f111 \n", + "77 58f3892c4e48332a9e6189f505263062a1e3a2e9 \n", + "78 f88f6e81ef74138d5b38119592a02a55097dd313 \n", + "79 39fa46a8192ec569b5ba56aaea1513a6de8f49f8 \n", + "80 6be5b23359ace931c9eadcd7b4299778d3a2c6fc \n", + "81 10f4858e2ee8fa91d24267cdd5dc1158340d2a18 \n", + "82 855d3ce1fd578fe786eff95dbecec03a5019c16b \n", + "83 35b2427de65dcec6cd9a10232ba5d14976dbe178 \n", + "84 06034ec594380368fe798f6b580103c258969a26 \n", + "85 4118fbbbf698cfea11833af3d6d7676cbc05d144 \n", + "86 6d3a358f8e1b44b8cc8cd79556237408d71469ca \n", + "87 99c04171ee54ffc9b049b2a487e865af1906965a \n", + "88 d126529bb69db8c986494515c468eadd939cb77a \n", + "89 034bf9275945f83d6c699553b1773689389c35eb \n", + "90 4f4247a5a78b2434d2463c757867ef0358245f12 \n", + "91 befba3cb02dd17cc82929d64f59b64b4278ae8e0 \n", + "92 6e2574f514a0cf9bcc5ac8857cde57af65fe924e \n", + "93 301608520c48f925a46b4f787a6a217cbacfb4ea \n", + "94 9d7de37c55a1dee82f1797abcdb64e5ebf52162b " + ], + "text/html": [ + "\n", + "
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sourcepublished_utctitlelinksummaryfp
65YAHOO_SPORTS2026-01-26 04:45:33+00:00Las Vegas Raiders and the Buffalo Bills are in...https://sports.yahoo.com/articles/las-vegas-ra...With the Broncos eliminated from the postseaso...b8d84f64683f1644e5becad3a58996cbb7f0ceb1
66YAHOO_SPORTS2026-01-26 04:43:35+00:00Photos: Best images from Thunder's 103-101 los...https://sports.yahoo.com/articles/photos-best-...The best photos from the Oklahoma City Thunder...11bbd167da9db5d889a9e5a16a6702cfece76ff9
68YAHOO_SPORTS2026-01-26 04:43:00+00:00Super Bowl Prop Bets: Odds and Expert Picks fo...https://sports.yahoo.com/articles/super-bowl-p...We share the most popular Super Bowl props and...86b2e26eda383167ffd1f3b50650251976e772ef
67YAHOO_SPORTS2026-01-26 04:43:00+00:00Super Bowl National Anthem Length: Charlie Put...https://sports.yahoo.com/articles/super-bowl-n...A look at Over/Under odds for the National Ant...db30bfe312fa7e2ecd264b572622161b07504e53
69YAHOO_SPORTS2026-01-26 04:41:49+00:00McVay bristles at question about Stafford's fu...https://sports.yahoo.com/articles/mcvay-bristl...The Los Angeles Rams quarterback turns 38 in t...8fbd9e9d7b8c54c6b0225f1dc149810e03249e57
70YAHOO_SPORTS2026-01-26 04:41:35+00:00Writer suggests 'reasonable' trade package for...https://sports.yahoo.com/articles/writer-sugge...Would it be worth it for the Lakers to give up...75147f0cd04952aee5fec4c094ab8e00f7184fae
71YAHOO_SPORTS2026-01-26 04:40:55+00:00Dru Smith keeps impressing with his defense 'O...https://sports.yahoo.com/articles/dru-smith-ke...Dru Smith has continued to be one of the stand...9849427cefb85bd8c8d1eab7fccc1fdf3952cff5
72YAHOO_SPORTS2026-01-26 04:40:43+00:00NFL fans raise conspiracy theory over Super Bo...https://sports.yahoo.com/articles/nfl-fans-rai...Some people are buried deep into NFL conspirac...03963c4e13d9a55d1f218e9888f1d1a29aadca77
73YAHOO_SPORTS2026-01-26 04:40:08+00:00Russell Wilson praises Sam Darnold for 'inspir...https://sports.yahoo.com/articles/russell-wils...Here's what Wilson said after the Seahawks' win.b60ea2b179230ceac0d541903c494c1a052fafc6
74YAHOO_SPORTS2026-01-26 04:38:56+00:00Sean McVay left at a loss for words after Rams...https://sports.yahoo.com/articles/sean-mcvay-l...Rams coach Sean McVay had an honest reaction t...e0f2448a82a36f6c2d6f3dd264bb0a019772f58d
75YAHOO_SPORTS2026-01-26 04:38:20+00:00Kawhi Leonard, James Harden fuel fast start as...https://sports.yahoo.com/articles/kawhi-leonar...Kawhi Leonard scored 21 of his 28 points in th...dc2cebb0a9691f099fa90d5578becba1a11b0892
76YAHOO_SPORTS2026-01-26 04:37:22+00:00Nets player grades: Danny Wolf drops 14 in 126...https://sports.yahoo.com/articles/nets-player-...Here are the Brooklyn Nets player grades follo...e21a22423f3a7d51f7e5a789ce7f327b3a34f111
77YAHOO_SPORTS2026-01-26 04:35:00+00:00From Knicks disaster to Clippers blowout, Nets...https://sports.yahoo.com/articles/knicks-disas...Wednesday was Madison Square Garden. Sunday wa...58f3892c4e48332a9e6189f505263062a1e3a2e9
78YAHOO_SPORTS2026-01-26 04:34:12+00:00Sean McVay: Seahawks had &quot;fortuitous bust...https://sports.yahoo.com/articles/sean-mcvay-s...Although the NFC Championship had many compell...f88f6e81ef74138d5b38119592a02a55097dd313
79YAHOO_SPORTS2026-01-26 04:33:52+00:00Seahawks set to rematch with Patriots in Super...https://sports.yahoo.com/articles/seahawks-set...The rematch of Super Bowl XLIX is set39fa46a8192ec569b5ba56aaea1513a6de8f49f8
80YAHOO_SPORTS2026-01-26 04:33:26+00:00'Did it for Harambe' Sun Devils' Twitter react...https://sports.yahoo.com/articles/did-harambe-...Arizona State students wore &quot;forks up for...6be5b23359ace931c9eadcd7b4299778d3a2c6fc
81YAHOO_SPORTS2026-01-26 04:33:25+00:00Seahawks NFC championship win is good news for...https://sports.yahoo.com/articles/seahawks-nfc...The Seahawks beat the Rams in the NFC Champion...10f4858e2ee8fa91d24267cdd5dc1158340d2a18
82YAHOO_SPORTS2026-01-26 04:33:00+00:003 reasons Patriots defense dominated in AFC pl...https://sports.yahoo.com/articles/3-reasons-pa...The Patriots played terrific defense throughou...855d3ce1fd578fe786eff95dbecec03a5019c16b
83YAHOO_SPORTS2026-01-26 04:32:25+00:00Sean McVay says Seahawks 'lucked into' pivotal...https://sports.yahoo.com/nfl/article/sean-mcva...Bust or not, the Seahawks cut off all of Matth...35b2427de65dcec6cd9a10232ba5d14976dbe178
84YAHOO_SPORTS2026-01-26 04:32:17+00:00Presumed Chargers OC 'still in mix' for Raider...https://sports.yahoo.com/articles/potential-ch...Mike McDaniel is still an option to be the Rai...06034ec594380368fe798f6b580103c258969a26
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94YAHOO_SPORTS2026-01-26 04:23:59+00:00Silver Knights cannot keep first period moment...https://sports.yahoo.com/articles/silver-knigh...It is not about how you start, but how you fin...9d7de37c55a1dee82f1797abcdb64e5ebf52162b
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\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "summary": "{\n \"name\": \"print(\\\"Total items:\\\", len(df_rss))\",\n \"rows\": 30,\n \"fields\": [\n {\n \"column\": \"source\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"YAHOO_SPORTS\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"published_utc\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2026-01-26 04:23:59+00:00\",\n \"max\": \"2026-01-26 04:45:33+00:00\",\n \"num_unique_values\": 29,\n \"samples\": [\n \"2026-01-26 04:24:04+00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"title\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 30,\n \"samples\": [\n \"Miami linebacker Raul Aguirre commits to NC State out of NCAA transfer portal\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"link\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 30,\n \"samples\": [\n \"https://sports.yahoo.com/articles/miami-linebacker-raul-aguirre-commits-042535150.html\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"summary\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 30,\n \"samples\": [\n \"Miami linebacker Raul Aguirre has committed to NC State out of the NCAA transfer portal after three years with the Hurricanes, On3 learned.\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fp\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 30,\n \"samples\": [\n \"6e2574f514a0cf9bcc5ac8857cde57af65fe924e\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Total items: 142\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Live RSS Polling (Clean Output)\n", + "\n", + "Continuously polls the feeds and prints only new items in a compact format:\n", + "\n", + "`[time UTC] sport topic source title`\n", + "` link`\n", + "\n", + "Auto-stops after a fixed runtime, you can adjust the time for RSS Polling based on your preference\n" + ], + "metadata": { + "id": "DtisyJERrswv" + } + }, + { + "cell_type": "code", + "source": [ + "# ================================\n", + "# RSS clean polling\n", + "# Requires: FEEDS dict + fetch_feeds_once(FEEDS) already defined\n", + "# ================================\n", + "\n", + "import time\n", + "from datetime import datetime, timezone\n", + "\n", + "MAX_RUNTIME_MINUTES = 10 # auto stop after N minutes\n", + "POLL_INTERVAL = 90 # poll interval (seconds)\n", + "\n", + "# --- guard ---\n", + "if \"FEEDS\" not in globals() or FEEDS is None or not isinstance(FEEDS, dict) or len(FEEDS) == 0:\n", + " raise NameError(\"FEEDS is not defined. Run the FEEDS cell first (the one that prints 'Feeds configured: ...').\")\n", + "\n", + "if \"fetch_feeds_once\" not in globals():\n", + " raise NameError(\"fetch_feeds_once() is not defined. Run the earlier cell that defines it first.\")\n", + "\n", + "def _fmt_utc(dt):\n", + " if dt is None:\n", + " return \"??:??:?? UTC\"\n", + " if hasattr(dt, \"tzinfo\") and dt.tzinfo is None:\n", + " dt = dt.replace(tzinfo=timezone.utc)\n", + " return dt.astimezone(timezone.utc).strftime(\"%H:%M:%S UTC\")\n", + "\n", + "def _classify_sport_and_topic(text: str):\n", + " \"\"\"\n", + " Very lightweight keyword tagging to match your screenshot style.\n", + " Returns: (sport_tag, topic_tag)\n", + " \"\"\"\n", + " if not text:\n", + " text = \"\"\n", + " t = text.lower()\n", + "\n", + " sport_tags = []\n", + " if any(k in t for k in [\"nfl\", \"steelers\", \"patriots\", \"broncos\", \"quarterback\", \"qb\", \"touchdown\", \"super bowl\"]):\n", + " sport_tags.append(\"NFL\")\n", + " if any(k in t for k in [\"nba\", \"warriors\", \"lakers\", \"suns\", \"timberwolves\", \"nbpa\"]):\n", + " sport_tags.append(\"NBA\")\n", + " if not sport_tags:\n", + " sport = \"GENERAL\"\n", + " else:\n", + " sport = \",\".join(dict.fromkeys(sport_tags)) # keep order, unique\n", + "\n", + " # topic\n", + " if any(k in t for k in [\"injury\", \"out\", \"sprain\", \"surgery\", \"fracture\", \"questionable\", \"ruled out\"]):\n", + " topic = \"injury\"\n", + " elif any(k in t for k in [\"lineup\", \"starting\", \"starter\", \"inactive\", \"roster\", \"depth chart\"]):\n", + " topic = \"lineup\"\n", + " elif any(k in t for k in [\"trade\", \"sign\", \"release\", \"waive\", \"acquire\", \"contract\"]):\n", + " topic = \"trade\"\n", + " elif any(k in t for k in [\"game\", \"vs.\", \"championship\", \"playoff\", \"final\", \"score\", \"record\"]):\n", + " topic = \"game_event\"\n", + " else:\n", + " topic = \"news\"\n", + "\n", + " return sport, topic\n", + "\n", + "start_time = time.time()\n", + "seen_fp = set()\n", + "\n", + "print(f\"🛰️ RSS clean polling started. every {POLL_INTERVAL}s (auto-stops after {MAX_RUNTIME_MINUTES} min)\")\n", + "\n", + "while True:\n", + " df = fetch_feeds_once(FEEDS)\n", + "\n", + " if df is not None and len(df):\n", + " # only new items\n", + " if \"fp\" in df.columns:\n", + " df_new = df[~df[\"fp\"].isin(seen_fp)].copy()\n", + " else:\n", + " df_new = df.copy()\n", + "\n", + " # sort oldest -> newest so it reads naturally like a feed\n", + " if \"published_utc\" in df_new.columns:\n", + " df_new = df_new.sort_values(\"published_utc\", ascending=True, na_position=\"last\")\n", + "\n", + " # print rows\n", + " for _, row in df_new.iterrows():\n", + " src = row.get(\"source\", \"\")\n", + " title = row.get(\"title\", \"\") or \"\"\n", + " link = row.get(\"link\", \"\") or \"\"\n", + " pub = row.get(\"published_utc\", None)\n", + " summ = row.get(\"summary\", \"\") or \"\"\n", + "\n", + " text_for_tags = f\"{title} {summ}\"\n", + " sport_tag, topic_tag = _classify_sport_and_topic(text_for_tags)\n", + "\n", + " print(f\"[{_fmt_utc(pub)}] {sport_tag:<6} {topic_tag:<9} {src:<12} {title}\")\n", + " if link:\n", + " print(f\" {link}\")\n", + "\n", + " if \"fp\" in row and row[\"fp\"]:\n", + " seen_fp.add(row[\"fp\"])\n", + "\n", + " # auto-stop\n", + " if (time.time() - start_time) / 60 >= MAX_RUNTIME_MINUTES:\n", + " print(\"\\nReached max runtime. Stopping RSS polling automatically.\")\n", + " break\n", + "\n", + " time.sleep(POLL_INTERVAL)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JU36twIQlRbF", + "outputId": "6e1fb6d8-d184-4719-fb16-0e8fcd03cf83" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "🛰️ RSS clean polling started. every 90s (auto-stops after 10 min)\n", + "[09:34:54 UTC] GENERAL news ESPN_NBA Keep, cut or add? What to do with George, Markkanen and six other trending players\n", + " https://www.espn.com/fantasy/basketball/story/_/id/47701635/espn-fantasy-basketball-nba-risers-fallers-keep-cut-add\n", + "[12:42:02 UTC] NFL,NBA news ESPN 'You should've never been born': How Buss family infighting drove the $10B sale of the Lakers\n", + " https://www.espn.com/nba/story/_/id/47594947/inside-jeanie-jerry-buss-family-infighting-drove-10b-sale-los-angeles-lakers-mark-walter\n", + "[10:44:26 UTC] NFL news ESPN_NFL Ranking the NFL's best offensive, defensive coordinator openings, plus intel on top candidates\n", + " https://www.espn.com/nfl/story/_/id/47674143/2026-nfl-offseason-rankings-offensive-defensive-coordinator-openings-intel\n", + "[13:17:21 UTC] NFL lineup ESPN_NFL Steelers to hire Mike McCarthy: Six questions on the new coach, plus a grade\n", + " https://www.espn.com/nfl/story/_/id/47716099/pittsburgh-steelers-hire-head-coach-mike-mccarthy-answering-six-big-questions-faq-aaron-rodgers-hiring\n", + "[17:35:33 UTC] GENERAL injury ESPN Eight things to know about the men's college hoops season\n", + " https://www.espn.com/mens-college-basketball/story/_/id/47695101/mens-college-basketball-storylines-scoring-freshmen-surprises-disappointments-2025-2026\n", + "[17:41:28 UTC] GENERAL news ESPN Ranking the 100 best college football players from the 2025 season\n", + " https://www.espn.com/college-football/story/_/id/47600553/college-football-top-100-players-rank-mendoza-bain-2025-26-season\n", + "[17:41:28 UTC] GENERAL news ESPN Who should've made the top 10? What were the biggest surprises?\n", + " https://www.espn.com/college-football/story/_/id/47694109/2026-college-football-player-rank-roundtable-miami-indiana\n", + "[18:17:13 UTC] NBA trade ESPN NBA buzz: Live updates, trades and intel from around the league\n", + " https://www.espn.com/nba/story/_/id/47191162/nba-buzz-latest-live-updates-trades-intel-league\n", + "[18:17:13 UTC] NBA injury ESPN Midseason lessons for all 30 NBA teams: Trade dramas, standings surprises dominate the first half\n", + " https://www.espn.com/nba/story/_/id/47684087/nba-midseason-intel-lessons-bucks-lakers-warriors-celtics-pistons-knicks-every-team\n", + "[18:19:02 UTC] GENERAL injury ESPN_NBA Midseason lessons for all 30 teams: Trade dramas, standings surprises\n", + " https://www.espn.com/nba/story/_/id/47684087/nba-midseason-intel-lessons-bucks-lakers-warriors-celtics-pistons-knicks-every-team\n", + "[18:19:02 UTC] NBA trade ESPN_NBA Buzz: Ripple effects from the Antetokounmpo, Morant injuries\n", + " https://www.espn.com/nba/story/_/id/47191162/nba-buzz-latest-live-updates-trades-intel-league\n", + "[18:28:13 UTC] GENERAL news CBS_SPORTS What Derrick Rose's jersey retirement meant to the Bulls, who have been lost since he left\n", + " https://www.cbssports.com/nba/news/bulls-derrick-rose-retired-jersey-franchise-legend/\n", + "[18:30:48 UTC] NFL game_event CBS_SPORTS 2026 AFC Championship Game odds, predictions, time: Broncos vs. Patriots picks by expert on 58-38 run\n", + " https://www.cbssports.com/nfl/news/2026-afc-championship-game-odds-predictions-time-broncos-patriots-expert-picks-nfl-bets/\n", + "[18:37:26 UTC] NFL game_event CBS_SPORTS Weather factors in Broncos vs. Patriots AFC Championship and Seahawks vs. Rams NFC Championship\n", + " https://www.cbssports.com/nfl/news/weather-broncos-patriots-afc-championship-seahawks-rams-nfc/\n", + "[18:45:27 UTC] GENERAL injury ESPN Women's Bracketology: Chavez, OT win boost Sooners' hopes of hosting\n", + " https://www.espn.com/espn/feature/story/_/id/30423107/ncaa-women-bracketology-2026-women-college-basketball-projections\n", + "[18:46:04 UTC] NFL game_event CBS_SPORTS Patriots vs. Broncos prediction, odds, start time: 2026 AFC Championship Game picks by proven model\n", + " https://www.cbssports.com/nfl/news/patriots-broncos-prediction-odds-start-time-spread-2026-afc-championship-game-picks-nfl-bets/\n", + "[18:51:43 UTC] NFL game_event CBS_SPORTS NFL player props, 2026 AFC, NFC Championship picks, odds, AI predictions: Puka Nacua Over 92.5 receiving yards\n", + " https://www.cbssports.com/nfl/news/nfl-player-props-2026-afc-nfc-championship-picks-odds-ai-predictions-best-bets/\n", + "[19:00:46 UTC] NFL injury CBS_SPORTS Broncos vs. Patriots prediction: Can Denver advance without Bo Nix or does New England return to Super Bowl?\n", + " https://www.cbssports.com/nfl/news/broncos-patriots-prediction-where-to-watch-pick-odds-prediction-nfl-playoffs/\n", + "[19:01:12 UTC] NFL injury CBS_SPORTS Broncos QB Bo Nix injury faces 12-week recovery after undergoing ankle surgery, per report\n", + " https://www.cbssports.com/nfl/news/bo-nix-injury-broncos-qb-ankle-surgery-recovery/\n", + "[19:10:17 UTC] NFL injury ESPN_NFL Offseason guide for eliminated NFL teams: Key free agents, draft outlook, priorities and predictions\n", + " https://www.espn.com/nfl/story/_/id/47454831/2026-nfl-offseason-guide-every-team-priorities-free-agents-draft-predictions\n", + "[19:10:17 UTC] NFL injury ESPN_NFL Barnwell sorts out the NFL's wide receiver market: free agents, trade targets and cuts\n", + " https://www.espn.com/nfl/story/_/id/47682393/2026-nfl-offseason-wide-receiver-market-free-agency-trades-cuts-signings\n", + "[19:12:49 UTC] GENERAL injury CBS_SPORTS Patrick Reed wins Dubai Desert Classic: LIV Golf member reveals PGA Tour return not out of question\n", + " https://www.cbssports.com/golf/news/patrick-reed-wins-dubai-desert-classic-liv-golf-pga-tour-return/\n", + "[19:13:15 UTC] GENERAL news ESPN Transfer rumors, news: PSG's goodwill gesture to Barcelona in Dro Fernández deal\n", + " https://www.espn.com/soccer/story/_/id/47722441/transfer-rumors-news-liverpool-want-usmnt-antonee-robinson-andy-robertson-replacement\n", + "[19:24:33 UTC] NFL,NBA game_event CBS_SPORTS Today's top games to watch, best bets, odds: Patriots vs. Broncos, Rams vs. Seahawks, NBA and more\n", + " https://www.cbssports.com/betting/news/todays-top-games-to-watch-best-bets-odds-patriots-vs-broncos-rams-vs-seahawks-nba-and-more/\n", + "[19:28:42 UTC] NFL news CBS_SPORTS HQ PM Newsletter 1/25/2026\n", + " https://www.cbssports.com/\n", + "[19:34:01 UTC] GENERAL news ESPN Beating Arsenal puts Man United into Premier League title race\n", + " https://www.espn.com/soccer/story/_/id/47726339/beating-arsenal-puts-manchester-united-premier-league-title-race\n", + "[19:34:13 UTC] GENERAL news ESPN The new Mets are better than the old Mets -- and we can prove it\n", + " https://www.espn.com/mlb/story/_/id/47693218/mlb-2025-26-offseason-mets-additions-bichette-robert-peralta-semien-polanco\n", + "[19:34:13 UTC] GENERAL injury ESPN Predictions for rest of MLB offseason: Where will the best ace available sign? Who will make a major trade?\n", + " https://www.espn.com/mlb/story/_/id/47692228/mlb-offseason-2025-26-bold-predictions-trades-free-agency-skubal-valdez-red-sox-mets-yankees\n", + "[19:39:28 UTC] NFL game_event CBS_SPORTS bet365 bonus code CBSBET365: Get $200 bonus for Patriots vs. Broncos AFC Championship\n", + " https://www.cbssports.com/nfl/news/bet365-bonus-code-cbsbet365-get-200-bonus-for-patriots-vs-broncos-afc-championship/\n", + "[20:05:47 UTC] NBA news ESPN_NBA 'Fantastic': Luka's clutch defense seals Lakers' win\n", + " https://www.espn.com/nba/story/_/id/47721615/fantastic-luka-doncic-comes-big-33-points-clutch-late-defense\n", + "[20:05:47 UTC] NBA news ESPN_NBA Nuggets-Grizz, Mavs-Bucks ppd. by winter storm\n", + " https://www.espn.com/espn/story/_/id/47726156/nba-postpones-grizzlies-nuggets-game-due-winter-storm\n", + "[20:05:47 UTC] NBA injury ESPN_NBA Minnesota teams, NBPA call for peace amid unrest\n", + " https://www.espn.com/espn/story/_/id/47727595/minnesota-teams-nbpa-join-calls-peace-wake-shootings\n", + "[20:05:47 UTC] NBA injury ESPN_NBA Warriors' Kuminga out with bone bruise in knee\n", + " https://www.espn.com/nba/story/_/id/47727257/warriors-jonathan-kuminga-bone-bruise-left-knee\n", + "[20:05:47 UTC] NBA injury ESPN_NBA Suns' Booker out at least week with ankle sprain\n", + " https://www.espn.com/nba/story/_/id/47729605/suns-devin-booker-miss-least-week-sprained-ankle\n", + "[20:05:47 UTC] GENERAL injury ESPN_NBA Emotional Rose sees Bulls' No. 1 jersey retired\n", + " https://www.espn.com/nba/story/_/id/47721550/chicago-bulls-retire-derrick-rose-no-1-jersey-win\n", + "[20:24:16 UTC] GENERAL news CBS_SPORTS Kangaroo crashes impact cycling race as Australian cyclist Jay Vine wins Tour Down Under\n", + " https://www.cbssports.com/general/news/kangaroo-crash-impacts-cycling-race-australia/\n", + "[20:32:52 UTC] NBA news ESPN_NBA KD, rising guards and bully ball: Inside the Rockets' Texas-sized offense\n", + " https://www.espn.com/nba/story/_/id/47684732/houston-rocket-bullied-nba-best-offenses-sengun-thompson-sheppard-durant\n", + "[20:32:52 UTC] NFL,NBA news ESPN_NBA Inside the Buss family's $10B sale of the Lakers\n", + " https://www.espn.com/nba/story/_/id/47594947/inside-jeanie-jerry-buss-family-infighting-drove-10b-sale-los-angeles-lakers-mark-walter\n", + "[20:34:20 UTC] GENERAL news CBS_SPORTS Arsenal's Premier League pursuit hits Man United road block, but Gunners biggest obstacle remains themselves\n", + " https://www.cbssports.com/soccer/news/arsenal-vs-manchester-united-score-premier-league-pursuit/\n", + "[20:35:48 UTC] NFL injury CBS_SPORTS Meet Jarrett Stidham, the former 5-star QB now tasked with leading Denver to Super Bowl LX\n", + " https://www.cbssports.com/nfl/news/bo-nix-ankle-injury-broncos-qb-jarrett-stidham-afc-championship/\n", + "[20:45:38 UTC] GENERAL news CBS_SPORTS College basketball rankings: Full-circle moment at Gonzaga as Bulldogs rise in college basketball rankings\n", + " https://www.cbssports.com/college-basketball/news/college-basketball-rankings-gonzaga-college-basketball-rankings/\n", + "[20:47:53 UTC] GENERAL news CBS_SPORTS Tomorrow's Top 25 Today: Illinois, Texas Tech rise after massive Saturday wins over top-10 opponents\n", + " https://www.cbssports.com/college-basketball/news/tomorrows-top-25-today-illinois-texas-tech-wins-top-10/\n", + "[20:48:21 UTC] NBA game_event CBS_SPORTS Winter Storm Fern forces postponement of NBA, college basketball games\n", + " https://www.cbssports.com/nba/news/winter-storm-fern-nba-college-basketball-games-postponements/\n", + "[21:00:50 UTC] NFL game_event CBS_SPORTS Seahawks vs. Rams: NFC Championship expert picks, odds, NFL playoffs best bets, where to watch, TV, stream\n", + " https://www.cbssports.com/nfl/news/rams-seahawks-nfc-championship-expert-picks-odds-nfl-playoffs-best-bets-where-to-watch-tv-stream/\n", + "[21:30:44 UTC] NFL game_event CBS_SPORTS Seahawks vs. Rams prediction: Can L.A. pull off another postseason win or does Seattle surge to NFC title?\n", + " https://www.cbssports.com/nfl/news/seahawks-rams-prediction-where-to-watch-pick-odds-prediction-nfl-playoffs/\n", + "[22:08:17 UTC] GENERAL news ESPN Title paths for Gaethje, Pimblett and O'Malley after UFC 324\n", + " https://www.espn.com/mma/story/_/id/47722059/ufc-324-next-justin-gaethje-paddy-pimblett-sean-omalley-others\n", + "[22:09:45 UTC] GENERAL game_event ESPN Can Carlos Alcaraz finally win the Australian Open?\n", + " https://www.espn.com/tennis/story/_/id/47531272/carlos-alcaraz-australian-open-win\n", + "[22:15:00 UTC] NFL game_event CBS_SPORTS 2026 NFC Championship Game odds, prediction, time: Rams vs. Seahawks picks from expert on a 28-10 run\n", + " https://www.cbssports.com/nfl/news/2026-nfc-championship-game-odds-predictions-spread-time-rams-seahawks-expert-picks-nfl-bets/\n", + "[22:17:21 UTC] NFL injury ESPN_NFL Rooney to fans: Steelers 'excited' about McCarthy\n", + " https://www.espn.com/nfl/story/_/id/47728620/steelers-art-rooney-ii-mike-mccarthy-winning-track-record\n", + "[22:17:21 UTC] NBA injury ESPN_NFL Minnesota teams, NBPA call for peace amid unrest\n", + " https://www.espn.com/espn/story/_/id/47727595/minnesota-teams-nbpa-join-calls-peace-wake-shootings\n", + "[22:17:21 UTC] NFL injury ESPN_NFL Darnold, Seahawks outlast Rams to reach SB\n", + " https://www.espn.com/nfl/story/_/id/47730596/darnold-seahawks-beat-rams-thriller-reach-super-bowl\n", + "[22:17:21 UTC] GENERAL news ESPN_NFL Sources: Gannon agrees to become Packers DC\n", + " https://www.espn.com/nfl/story/_/id/47724577/sources-packers-agree-hire-jonathan-gannon-dc\n", + "[22:17:21 UTC] GENERAL news ESPN_NFL Sources: Giants hire Wilson as Harbaugh's DC\n", + " https://www.espn.com/nfl/story/_/id/47727766/sources-giants-hire-dennard-wilson-john-harbaugh-dc\n", + "[22:17:21 UTC] NFL injury ESPN_NFL Stidham: Wish I put team in better spot to win\n", + " https://www.espn.com/nfl/story/_/id/47730325/jarrett-stidham-rues-missed-chances-rare-broncos-start\n", + "[22:17:21 UTC] NFL game_event ESPN_NFL Vrabel: Pats' turnaround rooted in belief, identity\n", + " https://www.espn.com/nfl/story/_/id/47728666/patriots-edge-broncos-win-afc-title-earn-super-bowl-lx-trip\n", + "[22:17:21 UTC] NFL injury ESPN_NFL 📝 Mel Kiper's debut 2026 NFL mock draft\n", + " https://www.espn.com/nfl/draft2026/story/_/id/47661581/2026-nfl-mock-draft-kiper-32-picks-predictions-round-1-quarterbacks\n", + "[22:22:07 UTC] NFL game_event CBS_SPORTS Seahawks vs. Rams odds, prediction, spread, time: 2026 NFC Championship Game picks from proven computer model\n", + " https://www.cbssports.com/nfl/news/seahawks-rams-odds-prediction-time-spread-2026-nfc-championship-game-picks-nfl-lines-best-bets/\n", + "[22:26:17 UTC] NFL game_event CBS_SPORTS Patriots tie NFL playoff record for longest field goal attempt during AFC Championship Game vs. Broncos\n", + " https://www.cbssports.com/nfl/news/patriots-broncos-longest-field-goal-attempt-playoff-record/\n", + "[22:39:00 UTC] NFL news CBS_SPORTS Seahawks have the NFL's best defense again: How the fall of the 'Legion of Boom' led to the 'Dark Side'\n", + " https://www.cbssports.com/nfl/news/seahawks-have-the-nfls-best-defense-again-how-the-fall-of-the-legion-of-boom-led-to-the-dark-side/\n", + "[22:40:38 UTC] NFL news ESPN The Patriots just showed us what it means to hire the right coach\n", + " https://www.espn.com/nfl/story/_/id/47725541/nfl-playoffs-new-england-patriots-mike-vrabel-coaching-hire-turnaround-super-bowl\n", + "[22:46:19 UTC] NFL lineup ESPN_NFL Reid's updated NFL draft QB Hot Board: Strengths and weaknesses for the top 12 passers\n", + " https://www.espn.com/nfl/draft2026/story/_/id/46532548/2026-nfl-draft-ranking-top-quarterbacks-hot-board-team-fits-strengths-weaknesses\n", + "[22:46:23 UTC] GENERAL news ESPN_NFL Texans hit offseason with familiar feeling after another divisional round loss\n", + " https://www.espn.com/nfl/story/_/page/Houston-Texans/houston-texans-offseason-familiar-place-divisional-round-loss-cj-stroud\n", + "[22:52:26 UTC] NFL game_event ESPN Super Bowl LX: Odds, trends, past winners and MVPs\n", + " https://www.espn.com/espn/betting/story/_/id/47692869/super-bowl-60-betting-odds-spreads-lines-totals-new-england-patriots-seattle-seahawks-preview-trends-champions-mvp\n", + "[22:52:26 UTC] NFL news ESPN My first bet for Super Bowl LX: Back Seattle's offense in a high-scoring matchup\n", + " https://www.espn.com/espn/betting/story/_/id/47682112/nfl-betting-2025-super-bowl-lx-first-bets-odds-props-spreads\n", + "[22:52:39 UTC] GENERAL injury ESPN Why feds call former Olympic snowboarder a 'modern-day Pablo Escobar'\n", + " https://www.espn.com/olympics/story/_/id/47707459/why-feds-call-olympic-snowboarder-modern-day-pablo-escobar\n", + "[22:53:08 UTC] NFL lineup ESPN Steelers to hire Mike McCarthy: Six questions on the new coach, plus a grade\n", + " https://www.espn.com/nfl/story/_/id/47716099/pittsburgh-steelers-hire-head-coach-mike-mccarthy-answering-six-big-questions-faq-aaron-rodgers-hiring\n", + "[22:54:17 UTC] NFL game_event ESPN_NFL Offensive battle leads to a Seahawks win, a berth to Super Bowl LX\n", + " https://www.espn.com/nfl/story/_/id/47728615/seattle-seahawks-win-los-angeles-rams-nfc-championship-game\n", + "[23:14:39 UTC] GENERAL news CBS_SPORTS Chaotic Serie A weekend puts Inter in Serie A driver's seat while Napoli, Milan waste key chances\n", + " https://www.cbssports.com/soccer/news/serie-a-chaos-inter-napoli-milan-juventus-roma/\n", + "[23:28:36 UTC] NFL game_event ESPN Vrabel: Pats' turnaround rooted in belief, identity\n", + " https://www.espn.com/nfl/story/_/id/47728666/patriots-edge-broncos-win-afc-title-earn-super-bowl-lx-trip\n", + "[23:28:36 UTC] NBA trade ESPN 'Disgusted' Stewart protests shooting with sign\n", + " https://www.espn.com/wnba/story/_/id/47727308/breanna-stewart-protests-minneapolis-shooting-sign\n", + "[23:28:36 UTC] NFL injury ESPN Darnold, Seahawks outlast Rams to reach SB\n", + " https://www.espn.com/nfl/story/_/id/47730596/darnold-seahawks-beat-rams-thriller-reach-super-bowl\n", + "[23:28:36 UTC] GENERAL news ESPN Sources: Giants hire Wilson as Harbaugh's DC\n", + " https://www.espn.com/nfl/story/_/id/47727766/sources-giants-hire-dennard-wilson-john-harbaugh-dc\n", + "[23:28:36 UTC] GENERAL news ESPN New year, same result: Scheffler wins AmEx by 4\n", + " https://www.espn.com/golf/story/_/id/47729405/scottie-scheffler-wins-american-express-20th-pga-tour-title\n", + "[23:28:36 UTC] NFL game_event ESPN_NFL Payton rues 4th-down call after stalling in snow\n", + " https://www.espn.com/nfl/story/_/id/47730233/broncos-sean-payton-regrets-4th-call-loss-patriots\n", + "[23:28:36 UTC] GENERAL injury ESPN Defending Aussie Open champ Keys falls to Pegula\n", + " https://www.espn.com/tennis/story/_/id/47730111/defending-australia-open-champion-keys-falls-pegula\n", + "[23:28:36 UTC] NFL lineup ESPN 🏈 Reid's NFL draft QB Hot Board: Mendoza top?\n", + " https://www.espn.com/nfl/draft2026/story/_/id/46532548/2026-nfl-draft-ranking-top-quarterbacks-hot-board-team-fits-strengths-weaknesses\n", + "[23:28:40 UTC] NFL news ESPN Sports Broadcasting Hall of Famer Mason dies\n", + " https://www.espn.com/espn/story/_/id/47729621/sports-broadcasting-hall-famer-geoffrey-mason-dies-85\n", + "[23:30:49 UTC] NFL news ESPN_NFL An early look at Super Bowl LX: Experts make picks, answer questions and break down Seahawks-Patriots\n", + " https://www.espn.com/nfl/story/_/id/47684830/seahawks-patriots-super-bowl-2026-lx-predictions-picks-odds-stats\n", + "[23:30:49 UTC] NFL news ESPN_NFL My first bet for Super Bowl LX: Back Seattle's offense in a high-scoring matchup\n", + " https://www.espn.com/espn/betting/story/_/id/47682112/nfl-betting-2025-super-bowl-lx-first-bets-odds-props-spreads\n", + "[23:32:52 UTC] NFL news ESPN An early look at Super Bowl LX: Experts make picks, answer questions and break down Seahawks-Patriots\n", + " https://www.espn.com/nfl/story/_/id/47684830/seahawks-patriots-super-bowl-2026-lx-predictions-picks-odds-stats\n", + "[00:01:42 UTC] GENERAL injury CBS_SPORTS Perfect no more: No. 5 Vanderbilt's undefeated season ends in 103-74 blowout loss to No. 2 South Carolina\n", + " https://www.cbssports.com/womens-college-basketball/news/vanderbilts-undefeated-season-ends-103-74-blowout-loss-south-carolina/\n", + "[00:02:56 UTC] NFL news CBS_SPORTS Patriots beat Broncos: Mike Vrabel can become first to win Super Bowl as player and coach for same team\n", + " https://www.cbssports.com/nfl/news/patriots-broncos-mike-vrabel-super-bowl-history/\n", + "[00:12:51 UTC] GENERAL game_event CBS_SPORTS Scottie Scheffler grabs 20th PGA Tour win, joins Tiger Woods, Jack Nicklaus under 30 club at American Express\n", + " https://www.cbssports.com/golf/news/american-express-leaderboard-winner-2026-scottie-scheffler-tiger-woods-jack-nicklaus/\n", + "[00:39:04 UTC] NFL game_event CBS_SPORTS What's next for Broncos after AFC Championship defeat? Bo Nix recovery and hunt for RB take center stage\n", + " https://www.cbssports.com/nfl/news/whats-next-for-broncos-after-afc-championship-defeat/\n", + "[00:56:34 UTC] GENERAL trade CBS_SPORTS Breanna Stewart holds up 'Abolish ICE' sign ahead of Unrivaled game\n", + " https://www.cbssports.com/wnba/news/breanna-stewart-holds-up-abolish-ice-sign/\n", + "[00:58:48 UTC] NFL news CBS_SPORTS Mike McCarthy isn't a sexy Steelers hire, but he's the right fit for a franchise stuck in neutral\n", + " https://www.cbssports.com/nfl/news/steelers-hire-mike-mccarthy-column-on-future/\n", + "[02:14:38 UTC] NFL game_event CBS_SPORTS Broncos kicker says snowy field caused unusual mistake on pivotal late field goal try vs. Patriots\n", + " https://www.cbssports.com/nfl/news/wil-lutz-blocked-field-goal-snowy-field-patriots-broncos-afc-championship/\n", + "[02:21:31 UTC] NFL game_event CBS_SPORTS Drake Maye went rogue on game-sealing play that beat Broncos to put Patriots in the Super Bowl\n", + " https://www.cbssports.com/nfl/news/drake-maye-game-sealing-play-patriots-beat-broncos-afc-championship/\n", + "[03:00:23 UTC] NFL game_event CBS_SPORTS 2026 NFL playoff schedule and bracket: Dates, times, TV, streaming for AFC, NFC title games and Super Bowl\n", + " https://www.cbssports.com/nfl/news/2026-nfl-playoff-schedule-dates-times-tv-wild-card-to-super-bowl/\n", + "[03:21:06 UTC] NFL game_event CBS_SPORTS Super Bowl 2026 is set: Where to watch Patriots vs. Seahawks with TV channel, live stream and kickoff time\n", + " https://www.cbssports.com/nfl/news/super-bowl-lx-patriots-seahawks-where-to-watch-tv-channel-live-stream-kickoff-time/\n", + "[03:30:38 UTC] NFL news CBS_SPORTS Ranking the top 50 NFL free agents for 2026: Early look at the stars who could hit the market in March\n", + " https://www.cbssports.com/nfl/news/early-look-at-2026-nfl-free-agency-ranking-top-50/\n", + "[04:02:52 UTC] GENERAL news YAHOO_SPORTS Castle grad and New York Met Cam Tilly stops by Night of Memories\n", + " https://sports.yahoo.com/articles/castle-grad-york-met-cam-040252186.html\n", + "[04:03:04 UTC] GENERAL game_event YAHOO_SPORTS Michael Irvin gets brutally honest on cocaine claim following Miami National Championship loss\n", + " https://sports.yahoo.com/articles/michael-irvin-gets-brutally-honest-040304412.html\n", + "[04:03:13 UTC] NFL game_event YAHOO_SPORTS Seahawks’ Tariq Woolen Awaits NFL Punishment as Mike Macdonald Sends Authoritative Message\n", + " https://sports.yahoo.com/articles/seahawks-tariq-woolen-awaits-nfl-040313049.html\n", + "[04:05:31 UTC] NFL game_event YAHOO_SPORTS When was the last time the Seahawks went to the Super Bowl? Full history\n", + " https://sports.yahoo.com/articles/last-time-seahawks-went-super-040531833.html\n", + "[04:05:35 UTC] GENERAL news YAHOO_SPORTS Aggies fall to Mizzou, 81–70, as SEC struggles continue\n", + " https://sports.yahoo.com/articles/aggies-fall-mizzou-81-70-040535016.html\n", + "[04:06:03 UTC] NFL game_event YAHOO_SPORTS Who will win Super Bowl 2026? Picks, predictions, odds for Patriots vs. Seahawks in Super Bowl 60\n", + " https://sports.yahoo.com/articles/win-super-bowl-2026-picks-040603883.html\n", + "[04:08:00 UTC] NFL game_event YAHOO_SPORTS NFL playoff bracket 2026: Breaking down matchups, schedule for AFC & NFC championship games\n", + " https://sports.yahoo.com/articles/nfl-playoff-bracket-2026-breaking-051321929.html\n", + "[04:08:41 UTC] GENERAL news YAHOO_SPORTS Texas Football mega donors Jason Itkin and Kurt Arnold named among 500 leading lawyers in America\n", + " https://sports.yahoo.com/articles/texas-football-mega-donors-jason-040841538.html\n", + "[04:08:47 UTC] NFL injury YAHOO_SPORTS Cooper Kupp delivers knockout punch to Rams' Super Bowl chances with revenge game against former team\n", + " https://sports.yahoo.com/articles/cooper-kupp-delivers-knockout-punch-040847015.html\n", + "[04:10:51 UTC] NFL game_event YAHOO_SPORTS Sean Payton on decisions in AFC title game: 'There's always regrets'\n", + " https://sports.yahoo.com/articles/sean-payton-decisions-afc-title-041051137.html\n", + "[04:11:49 UTC] NFL news YAHOO_SPORTS Analyst: Buccaneers Great Evans Will Play Elsewhere in 2026\n", + " https://sports.yahoo.com/articles/analyst-buccaneers-great-evans-play-041149327.html\n", + "[04:12:00 UTC] NFL game_event YAHOO_SPORTS NFL Draft order 2026: Updated list of picks for every team after conference championships\n", + " https://sports.yahoo.com/articles/nfl-draft-order-2026-updated-100001404.html\n", + "[04:12:01 UTC] NFL news CBS_SPORTS 2026 Super Bowl odds: Seahawks favored over Patriots; Sam Darnold the early MVP favorite over Drake Maye\n", + " https://www.cbssports.com/nfl/news/2026-super-bowl-odds-seahawks-favored-sam-darnold-early-mvp-favorite/\n", + "[04:15:00 UTC] NFL news YAHOO_SPORTS Seahawks vs Patriots Predictions - Early Picks & Odds for Super Bowl 60\n", + " https://sports.yahoo.com/articles/seahawks-vs-patriots-predictions-early-041500398.html\n", + "[04:15:04 UTC] NFL injury YAHOO_SPORTS Sean McVay got weirdly irate about Matthew Stafford retirement question\n", + " https://sports.yahoo.com/articles/sean-mcvay-got-weirdly-irate-041504176.html\n", + "[04:17:38 UTC] GENERAL game_event YAHOO_SPORTS Sennecke scores in OT for 1st NHL hat trick as Ducks rally to beat Flames 4-3\n", + " https://sports.yahoo.com/articles/sennecke-scores-ot-1st-nhl-041738339.html\n", + "[04:17:53 UTC] NFL trade YAHOO_SPORTS Why Seahawks' bold move to sign Sam Darnold paid off with return to Super Bowl\n", + " https://sports.yahoo.com/articles/why-seahawks-bold-move-sign-041753898.html\n", + "[04:20:00 UTC] NFL game_event YAHOO_SPORTS Latest Super Bowl Odds: Seahawks Soar as Big Game Betting Favorites\n", + " https://sports.yahoo.com/articles/latest-super-bowl-odds-seahawks-034200198.html\n", + "[04:21:11 UTC] GENERAL injury YAHOO_SPORTS Sean McVay scoffs at question about Matthew Stafford's future with Rams\n", + " https://sports.yahoo.com/articles/sean-mcvay-scoffs-matthew-staffords-042111592.html\n", + "[04:22:19 UTC] GENERAL game_event YAHOO_SPORTS Cheesy apple pie for Keys as victor Pegula dodges Chiefs jersey\n", + " https://sports.yahoo.com/articles/cheesy-apple-pie-keys-victor-042219199.html\n", + "[04:23:18 UTC] GENERAL injury YAHOO_SPORTS Sennecke's first career hat trick lifts Ducks over Flames in OT\n", + " https://sports.yahoo.com/articles/senneckes-first-career-hat-trick-042318104.html\n", + "[04:23:59 UTC] GENERAL injury YAHOO_SPORTS Silver Knights cannot keep first period momentum, fall to Tucson in overtime\n", + " https://sports.yahoo.com/articles/silver-knights-cannot-keep-first-042359944.html\n", + "[04:24:04 UTC] NFL game_event YAHOO_SPORTS What head coach candidates can Las Vegas Raiders hire after NFL Conference Championships?\n", + " https://sports.yahoo.com/articles/head-coach-candidates-las-vegas-042404057.html\n", + "[04:25:35 UTC] GENERAL injury YAHOO_SPORTS Miami linebacker Raul Aguirre commits to NC State out of NCAA transfer portal\n", + " https://sports.yahoo.com/articles/miami-linebacker-raul-aguirre-commits-042535150.html\n", + "[04:25:50 UTC] NFL game_event YAHOO_SPORTS Patriots Join 49ers In Elite Company After Clinching AFC Title\n", + " https://sports.yahoo.com/articles/patriots-join-49ers-elite-company-042550333.html\n", + "[04:27:38 UTC] GENERAL news YAHOO_SPORTS How family grief made Hamer-Webb pick Wales\n", + " https://sports.yahoo.com/articles/family-grief-made-hamer-webb-042738556.html\n", + "[04:28:29 UTC] NFL game_event YAHOO_SPORTS No QB had ever lost a playoff game with numbers like Matthew Stafford's vs. Seahawks\n", + " https://sports.yahoo.com/articles/no-qb-had-ever-lost-042829686.html\n", + "[04:29:47 UTC] NFL news YAHOO_SPORTS Seahawks to face Patriots in Super Bowl 60\n", + " https://sports.yahoo.com/articles/patriots-beat-broncos-blizzard-reach-232610568.html\n", + "[04:30:00 UTC] NFL news YAHOO_SPORTS Best Super Bowl Coin Toss Prop Results: Heads or Tails at Super Bowl 60?\n", + " https://sports.yahoo.com/articles/best-super-bowl-coin-toss-182400977.html\n", + "[04:31:18 UTC] GENERAL injury YAHOO_SPORTS Player grades: Thunder can't close out again in 103-101 loss to Raptors\n", + " https://sports.yahoo.com/articles/player-grades-thunder-cant-close-043118405.html\n", + "[04:32:14 UTC] GENERAL news YAHOO_SPORTS Scottie Scheffler's clubs: Inside his American Express-winning setup\n", + " https://sports.yahoo.com/articles/scottie-schefflers-clubs-inside-american-043214836.html\n", + "[04:32:17 UTC] GENERAL news YAHOO_SPORTS Presumed Chargers OC 'still in mix' for Raiders HC position\n", + " https://sports.yahoo.com/articles/potential-chargers-oc-still-mix-043217729.html\n", + "[04:32:25 UTC] NFL game_event YAHOO_SPORTS Sean McVay says Seahawks 'lucked into' pivotal 4th-down stop in NFC championship, calls it a 'fortuitous bust'\n", + " https://sports.yahoo.com/nfl/article/sean-mcvay-says-seahawks-lucked-into-pivotal-4th-down-stop-in-nfc-championship-calls-it-a-fortuitous-bust-043225049.html\n", + "[04:33:00 UTC] NFL injury YAHOO_SPORTS 3 reasons Patriots defense dominated in AFC playoffs — and can keep it up in Super Bowl 60\n", + " https://sports.yahoo.com/articles/3-reasons-patriots-defense-dominated-002311245.html\n", + "[04:33:25 UTC] GENERAL game_event YAHOO_SPORTS Seahawks NFC championship win is good news for Raiders head coach search\n", + " https://sports.yahoo.com/articles/seahawks-nfc-championship-win-good-043325900.html\n", + "[04:33:26 UTC] GENERAL news YAHOO_SPORTS 'Did it for Harambe' Sun Devils' Twitter reacts to win vs UC Bearcats\n", + " https://sports.yahoo.com/articles/did-harambe-sun-devils-twitter-043326264.html\n", + "[04:33:52 UTC] NFL news YAHOO_SPORTS Seahawks set to rematch with Patriots in Super Bowl LX\n", + " https://sports.yahoo.com/articles/seahawks-set-rematch-patriots-super-043352094.html\n", + "[04:34:12 UTC] GENERAL game_event YAHOO_SPORTS Sean McVay: Seahawks had "fortuitous bust" on key fourth-down play\n", + " https://sports.yahoo.com/articles/sean-mcvay-seahawks-had-fortuitous-043412720.html\n", + "[04:35:00 UTC] GENERAL injury YAHOO_SPORTS From Knicks disaster to Clippers blowout, Nets can’t stop the bleeding\n", + " https://sports.yahoo.com/articles/knicks-disaster-clippers-blowout-nets-043500101.html\n", + "[04:37:22 UTC] GENERAL news YAHOO_SPORTS Nets player grades: Danny Wolf drops 14 in 126-89 loss at the Clippers\n", + " https://sports.yahoo.com/articles/nets-player-grades-danny-wolf-043722262.html\n", + "[04:38:20 UTC] NBA injury YAHOO_SPORTS Kawhi Leonard, James Harden fuel fast start as Clippers rout Nets 126-89\n", + " https://sports.yahoo.com/articles/kawhi-leonard-james-harden-fuel-043820820.html\n", + "[04:38:56 UTC] GENERAL game_event YAHOO_SPORTS Sean McVay left at a loss for words after Rams' NFC championship 'tough' defeat to Seahawks\n", + " https://sports.yahoo.com/articles/sean-mcvay-left-loss-words-043856350.html\n", + "[04:40:08 UTC] NFL news YAHOO_SPORTS Russell Wilson praises Sam Darnold for 'inspirational' comeback that led to Seahawks' Super Bowl berth\n", + " https://sports.yahoo.com/articles/russell-wilson-praises-sam-darnold-044008446.html\n", + "[04:40:43 UTC] NFL news YAHOO_SPORTS NFL fans raise conspiracy theory over Super Bowl 60 graphic\n", + " https://sports.yahoo.com/articles/nfl-fans-raise-conspiracy-theory-044043960.html\n", + "[04:40:55 UTC] GENERAL injury YAHOO_SPORTS Dru Smith keeps impressing with his defense 'One of the more valuable defensive players'\n", + " https://sports.yahoo.com/articles/dru-smith-keeps-impressing-defense-044055121.html\n", + "[04:41:35 UTC] NBA trade YAHOO_SPORTS Writer suggests 'reasonable' trade package for Kings' Keon Ellis\n", + " https://sports.yahoo.com/articles/writer-suggests-reasonable-trade-package-044135456.html\n", + "[04:41:49 UTC] NFL injury YAHOO_SPORTS McVay bristles at question about Stafford's future after NFC title loss\n", + " https://sports.yahoo.com/articles/mcvay-bristles-staffords-future-nfc-044149196.html\n", + "[04:43:00 UTC] NFL news YAHOO_SPORTS Super Bowl National Anthem Length: Charlie Puth Over/Under Odds\n", + " https://sports.yahoo.com/articles/super-bowl-national-anthem-length-185746764.html\n", + "[04:43:00 UTC] NFL game_event YAHOO_SPORTS Super Bowl Prop Bets: Odds and Expert Picks for Super Bowl LX\n", + " https://sports.yahoo.com/articles/super-bowl-prop-bets-bets-165100253.html\n", + "[04:43:35 UTC] GENERAL news YAHOO_SPORTS Photos: Best images from Thunder's 103-101 loss to Raptors\n", + " https://sports.yahoo.com/articles/photos-best-images-thunders-103-044335844.html\n", + "[04:45:33 UTC] NFL game_event YAHOO_SPORTS Las Vegas Raiders and the Buffalo Bills are interested in interviewing Broncos passing game coordinator/QB coach Davis Webb this week\n", + " https://sports.yahoo.com/articles/las-vegas-raiders-buffalo-bills-044533025.html\n", + "[04:44:56 UTC] GENERAL injury YAHOO_SPORTS Legends of Winter Olympics: heroes of the slopes\n", + " https://sports.yahoo.com/articles/legends-winter-olympics-heroes-slopes-044456667.html\n", + "[04:47:19 UTC] GENERAL injury YAHOO_SPORTS Tobias Bjornfot scores twice, tripling his career total as Panthers beat Blackhawks\n", + " https://sports.yahoo.com/articles/tobias-bjornfot-scores-twice-tripling-044719175.html\n", + "[04:49:00 UTC] GENERAL injury YAHOO_SPORTS Nets can’t stop the bleeding in blowout loss to Clippers\n", + " https://sports.yahoo.com/articles/nets-t-stop-bleeding-blowout-044900677.html\n", + "[04:56:42 UTC] GENERAL news YAHOO_SPORTS Sean McVay on whether he expects Matthew Stafford back: "What the hell kind of question is that?"\n", + " https://sports.yahoo.com/articles/sean-mcvay-whether-expects-matthew-045642081.html\n", + "[04:35:40 UTC] NFL game_event CBS_SPORTS NFL Championship Sunday overreactions: Was AFC Championship a bronze medal game? Did McVay blow it for L.A?\n", + " https://www.cbssports.com/nfl/news/nfl-championship-sunday-overreactions-super-bowl-2026/\n", + "[04:42:58 UTC] GENERAL game_event CBS_SPORTS What's next for Rams after NFC Championship defeat? Matthew Stafford decision, potential staff losses loom\n", + " https://www.cbssports.com/nfl/news/whats-next-for-rams-after-nfc-championship-defeat-matthew-stafford/\n", + "[04:58:29 UTC] GENERAL news CBS_SPORTS Tomorrow's Top 25 Today: Illinois, Texas Tech rise after massive Saturday wins over top-10 opponents\n", + " https://www.cbssports.com/college-basketball/news/tomorrows-top-25-today-illinois-texas-tech-wins-top-10/\n", + "[00:03:12 UTC] GENERAL game_event ESPN Is defeating Madison Keys the breakthrough Jessica Pegula needs?\n", + " https://www.espn.com/tennis/story/_/id/47730491/australian-open-jessica-pegula-madison-keys\n", + "[04:22:14 UTC] NFL game_event YAHOO_SPORTS Mike Macdonald Rips Sam Darnold’s Critics in Blunt Post-Game Message After Seahawks Clinch Super Bowl Berth\n", + " https://sports.yahoo.com/articles/mike-macdonald-rips-sam-darnold-042214102.html\n", + "[04:28:25 UTC] NFL injury YAHOO_SPORTS Sam Darnold’s Big Performance & Jarrett Stidham’s Questionable Fumble Lead Key Takeaways From Conference Championship Weekend\n", + " https://sports.yahoo.com/articles/sam-darnold-big-performance-jarrett-042825411.html\n", + "[04:28:45 UTC] GENERAL game_event YAHOO_SPORTS Jessica Pegula Ends Madison Keys’ Australian Open Title Defense in Straight Sets\n", + " https://sports.yahoo.com/articles/jessica-pegula-ends-madison-keys-042845847.html\n", + "[04:34:35 UTC] GENERAL lineup YAHOO_SPORTS Just Wait: Alabama Football Will Be Just Fine\n", + " https://sports.yahoo.com/articles/just-wait-alabama-football-just-043435135.html\n", + "[04:35:21 UTC] NFL injury YAHOO_SPORTS Broncos Stidham makes critical error as Pats advance 10-7 slugfest\n", + " https://sports.yahoo.com/articles/broncos-stidham-makes-critical-error-043521665.html\n", + "[04:36:07 UTC] GENERAL news YAHOO_SPORTS Goldeneyes String Together Consecutive Wins In Front Of Strong Denver Crowd\n", + " https://sports.yahoo.com/articles/goldeneyes-string-together-consecutive-wins-043607783.html\n", + "[04:36:45 UTC] GENERAL news YAHOO_SPORTS St. Louis Blues Weekly Prospect Report (Jan. 25)\n", + " https://sports.yahoo.com/articles/st-louis-blues-weekly-prospect-043645642.html\n", + "[04:43:55 UTC] GENERAL news YAHOO_SPORTS Scottie Scheffler enters Tiger Woods territory in the most Scottie way possible\n", + " https://sports.yahoo.com/articles/scottie-scheffler-enters-tiger-woods-044355681.html\n", + "[04:45:33 UTC] NFL game_event YAHOO_SPORTS Raiders and Bills are interested in interviewing Broncos passing game coordinator/QB coach Davis Webb\n", + " https://sports.yahoo.com/articles/las-vegas-raiders-buffalo-bills-044533025.html\n", + "[04:57:17 UTC] GENERAL injury YAHOO_SPORTS Sean McVay gets testy when asked about Matthew Stafford's future\n", + " https://sports.yahoo.com/articles/sean-mcvay-gets-testy-asked-045717074.html\n", + "[04:57:21 UTC] GENERAL news YAHOO_SPORTS Nelson nets hat trick as Avalanche continue spree with 4-1 win over Maple Leafs\n", + " https://sports.yahoo.com/articles/nelson-nets-hat-trick-avalanche-045721055.html\n", + "[04:58:51 UTC] GENERAL news YAHOO_SPORTS Alex Honnold says he was paid an ‘embarrassing amount’ for Taipei 101 climb\n", + " https://sports.yahoo.com/articles/alex-honnold-says-being-paid-200235718.html\n", + "[04:59:00 UTC] GENERAL news YAHOO_SPORTS AEW Star Saved Enzo Amore's Career In WWE NXT\n", + " https://sports.yahoo.com/articles/aew-star-saved-enzo-amores-045900096.html\n", + "[05:00:00 UTC] GENERAL news YAHOO_SPORTS Yankees news: Stacking up the AL East rivals\n", + " https://sports.yahoo.com/articles/yankees-news-stacking-al-east-050000026.html\n", + "[05:00:00 UTC] GENERAL news YAHOO_SPORTS Bayern Munich News: FC Bayern’s summer cut list revealed; Inter Milan eyeing ex-Bayern star; A successor to Luis Díaz?; and MORE!\n", + " https://sports.yahoo.com/articles/bayern-munich-news-fc-bayern-050000293.html\n", + "\n", + "Reached max runtime. 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