[Research]_YouTube_Scraper.ipynb

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            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "\u001b[?25hInstalling collected packages: pytube\n",
            "Successfully installed pytube-15.0.0\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Installing collected packages: multidict, frozenlist, async-timeout, yarl, aiosignal, aiohttp, openai\n",
            "Successfully installed aiohttp-3.8.4 aiosignal-1.3.1 async-timeout-4.0.2 frozenlist-1.3.3 multidict-6.0.4 openai-0.27.7 yarl-1.9.2\n"
          ]
        }
      ],
      "source": [
        "!pip install pytube\n",
        "!pip install openai"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pytube\n",
        "from pytube import Playlist\n",
        "import openai\n",
        "from tqdm.notebook import tqdm\n",
        "import time\n",
        "import os"
      ],
      "metadata": {
        "id": "Q2Q38QUeylXB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "openai.api_key = \"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\""
      ],
      "metadata": {
        "id": "kyOCLszP3hi5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Mounting GDrive"
      ],
      "metadata": {
        "id": "GtO3J1XeygQg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# TODO: Import drive if you are using Colab\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h8UHmFSjxj4u",
        "outputId": "190e135c-334b-45ef-8ead-93efa2eae0aa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import sys\n",
        "# sys.path.append(f\"/content/drive/MyDrive/Summer\\ Research/NBA\\ Post-Game\\ Interviews/\") # TODO: Add path to handout/"
      ],
      "metadata": {
        "id": "mHfGq0IKx-3B"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# %cd /content/drive/MyDrive/Summer\\ Research/NBA\\ Post-Game\\ Interviews/"
      ],
      "metadata": {
        "id": "86lYySZXyIHu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download Videos"
      ],
      "metadata": {
        "id": "R1MGBzDHjnQv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "PLAYLIST_URL = \"https://www.youtube.com/playlist?list=PL3hkmWGxo05RwhqHmFsAyx0YzDOBB5ZiK\"\n",
        "LENGTH_THRESHOLD = 2 * 60\n",
        "AGE_RESTRICTED = set()\n",
        "INVALIDS = []\n",
        "DOWNLOADS_DIR = \"/content/drive/MyDrive/Summer Research/Interviews/\"\n",
        "\n",
        "ON_COURT_DIRECTORY = DOWNLOADS_DIR + \"On-Court/\"\n",
        "ONE_PLAYER_DIRECTORY = DOWNLOADS_DIR + \"One-Player/\"\n",
        "TWO_PLAYER_DIRECTORY = DOWNLOADS_DIR + \"Two-Player/\"\n",
        "NEED_CLASSIFICATION_DIRECTORY = DOWNLOADS_DIR + \"Need-Classification/\"\n",
        "\n",
        "DIRECTORY_DICTIONARY = {\n",
        "    \"one-person\" : ONE_PLAYER_DIRECTORY,\n",
        "    \"two-person\" : TWO_PLAYER_DIRECTORY,\n",
        "    \"need-classification\" : NEED_CLASSIFICATION_DIRECTORY,\n",
        "    \"on-court\" : ON_COURT_DIRECTORY\n",
        "}"
      ],
      "metadata": {
        "id": "gVsHh7TXyU4k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "AGE_RESTRICTED = set()"
      ],
      "metadata": {
        "id": "3vfARHOEMFtY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import time\n",
        "def handle_openai(prompt):\n",
        "    counter = 0\n",
        "    while counter < 5:\n",
        "        if counter < 3:\n",
        "            model = \"gpt-3.5-turbo\"\n",
        "        else:\n",
        "            model = \"gpt-3.5-turbo-0301\"\n",
        "\n",
        "        try:\n",
        "            response = openai.ChatCompletion.create(\n",
        "                model=model,\n",
        "                messages=[\n",
        "                    {\"role\": \"user\", \"content\": prompt},\n",
        "                ]\n",
        "            )\n",
        "            return response[\"choices\"][0][\"message\"][\"content\"]\n",
        "        except Exception as e:\n",
        "            print(e)\n",
        "        \n",
        "        print(\"Sleeping -- error with OPENAI\")\n",
        "        time.sleep(2)\n",
        "        counter += 1\n",
        "\n",
        "    return None"
      ],
      "metadata": {
        "id": "LBJYtkTK2LlL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_speaker_based_on_rule(title, category):\n",
        "    if category == \"on-court\":\n",
        "            result = title[:title.lower().find(\"talks\")].strip()\n",
        "    elif category == \"one-person\":\n",
        "        result = title[:title.lower().find(\"postgame\")].strip()\n",
        "    elif category == \"two-person\":\n",
        "        # Edge case THIS SPECIFIC VIDEO\n",
        "        if title == 'Russell Westbrook & Norman Powell | Los Angeles Clippers lose to Phoenix Suns 129-124':\n",
        "            result = \"Russell Westbrook & Norman Powell\"\n",
        "        else:\n",
        "            result = title[:title.lower().find(\"postgame\")].strip()\n",
        "    else:\n",
        "        raise Exception(\"Not a valid category\")\n",
        "\n",
        "    return result\n",
        "\n",
        "def get_speaker_gpt(title):\n",
        "    base_prompt = \"Based on the following title, give me the name of the person speaking and only their name.\"\n",
        "    condition = \"Your answer shouldn't have any trailing punctuation, just the person's name.\"\n",
        "    prompt = f\"{base_prompt} {condition}\\n{title}\"\n",
        "\n",
        "    result = handle_openai(prompt)\n",
        "    if result.endswith(\".\"):\n",
        "        result = result[:-1]\n",
        "\n",
        "    return result"
      ],
      "metadata": {
        "id": "NyZNfGfTwhYH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_speaker(title, category = None, use_gpt = \"semi\"):\n",
        "    \"\"\"\n",
        "    use_gpt :\n",
        "        full => all titles processed through gpt\n",
        "        semi => titles that we do not have an algorithm for processed through gpt\n",
        "        none => titles all processed through rules\n",
        "    \"\"\"\n",
        "    NAME_CHAR_LIMIT = 45\n",
        "\n",
        "    if use_gpt == \"full\":\n",
        "        return get_speaker_gpt(title)\n",
        "    elif use_gpt == \"none\":\n",
        "        return get_speaker_based_on_rule(title, category)\n",
        "    elif use_gpt == \"semi\":\n",
        "        result = None\n",
        "        if category is not None:\n",
        "            result = get_speaker_based_on_rule(title, category)\n",
        "        \n",
        "        if result is None or len(result) > NAME_CHAR_LIMIT:\n",
        "            result = get_speaker_gpt(title)\n",
        "            print(f\"Running GPT on {title}\")\n",
        "\n",
        "        return result\n",
        "\n",
        "    raise Exception(\"Invalid use_gpt string\")"
      ],
      "metadata": {
        "id": "tGYfeQhQ2UXp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_win_or_loss(title):\n",
        "    base_prompt = \"Based on the following title, give me a one word 'Win' or 'Loss' answer.\"\n",
        "    condition = \"Your answer shouldn't have any trailing punctuation, just the word 'Win' or 'Loss'.\"\n",
        "    prompt = f\"{base_prompt} {condition}\\n{title}\"\n",
        "\n",
        "    result = handle_openai(prompt)\n",
        "\n",
        "    if result.endswith(\".\"):\n",
        "        result = result[:-1]\n",
        "        \n",
        "    return result"
      ],
      "metadata": {
        "id": "MbMeR41Y2Uw7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def download(video, directory, info_list : list):\n",
        "    try:\n",
        "        SEPERATOR = \"@\"\n",
        "        stream = video.streams.get_highest_resolution()\n",
        "        \n",
        "        title = video.title\n",
        "        # Make sure there is nothing in the title that could be mistaken as a directory\n",
        "        title = title.replace(\"/\", \"-\")\n",
        "\n",
        "        id = video.video_id\n",
        "        filename = SEPERATOR.join(info_list + [title, id]) + \".mp4\"\n",
        "\n",
        "        stream.download(output_path=directory, filename=filename)\n",
        "    except pytube.exceptions.AgeRestrictedError:\n",
        "        AGE_RESTRICTED.add(video.title)\n",
        "        print(\"Age restricted:\", video.title)"
      ],
      "metadata": {
        "id": "X0Gg6EzRBFAa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "file_path = DOWNLOADS_DIR + \"decisions.json\"\n",
        "# Open the JSON file for reading\n",
        "with open(file_path, 'r') as file:\n",
        "    # Load the contents of the file as a JSON object\n",
        "    storage = json.load(file)"
      ],
      "metadata": {
        "id": "YxcQzToLpZHd"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "storage[\"last_file\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "lJLyFYlyqA0m",
        "outputId": "a9d06e79-39b4-4b50-cfd6-69217a4188f5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Andrew Wiggins Postgame Interview | Golden State Warriors beat the Miami Heat 115-108'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# on_court = []\n",
        "# postgame = []\n",
        "# one_person = []\n",
        "# two_person = []\n",
        "# rejected = []\n",
        "# need_classification = []"
      ],
      "metadata": {
        "id": "BoQLNmO66PyX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "on_court = storage[\"on-court\"]\n",
        "postgame = storage[\"postgame\"]\n",
        "one_person = storage[\"one-person\"]\n",
        "two_person = storage[\"two-person\"]\n",
        "rejected = storage[\"rejected\"]\n",
        "need_classification = storage[\"need-classification\"]"
      ],
      "metadata": {
        "id": "ddP-4v_jqe-8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# prev_checkpoint = title"
      ],
      "metadata": {
        "id": "CytGnGWd6Nat"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import json\n",
        "\n",
        "storage = {\n",
        "    \"on-court\" : on_court,\n",
        "    \"postgame\" : postgame,\n",
        "    \"one-person\" : one_person,\n",
        "    \"two-person\" : two_person,\n",
        "    \"rejected\" : rejected,\n",
        "    \"need-classification\" : need_classification,\n",
        "    \"prev_checkpoint\" : prev_checkpoint,\n",
        "}\n",
        "\n",
        "file_path = DOWNLOADS_DIR + \"decisions.json\"\n",
        "with open(file_path, 'w') as json_file:\n",
        "    json.dump(storage, json_file)"
      ],
      "metadata": {
        "id": "owQNrd9bBB3V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import copy\n",
        "playlist = Playlist(PLAYLIST_URL)\n",
        "\n",
        "flag = True\n",
        "\n",
        "for video in tqdm(playlist.videos, desc=\"Processing\"):\n",
        "    title = video.title\n",
        "    id = video.video_id\n",
        "    url = video.watch_url\n",
        "\n",
        "    if title == prev_checkpoint:\n",
        "        flag = False\n",
        "\n",
        "    if flag:\n",
        "        continue\n",
        "\n",
        "    file_path = DOWNLOADS_DIR + \"decisions_cont_1829.json\"\n",
        "    storage[\"last_file\"] = title\n",
        "    with open(file_path, 'w') as json_file:\n",
        "        json.dump(storage, json_file)\n",
        "\n",
        "    # FIRST CATEGORIZATION OF VIDEOS\n",
        "    if (\"talks after\" in title or title == \"Stephen Curry talks Golden State Warriors beat Sacramento Kings 120-100\"):\n",
        "        on_court.append(title)\n",
        "        category = \"on-court\"\n",
        "    elif title == \"Russell Westbrook & Norman Powell | Los Angeles Clippers lose to Phoenix Suns 129-124\":\n",
        "        two_person.append(title)\n",
        "        category = \"two-person\"\n",
        "    elif \"postgame interv\" in title.lower():\n",
        "        postgame.append(title)\n",
        "        if \" & \" in title:\n",
        "            two_person.append(title)\n",
        "            category = \"two-person\"\n",
        "        else:\n",
        "            one_person.append(title)\n",
        "            category = \"one-person\"\n",
        "    elif \"Full Game Highlights\".lower() in title.lower():\n",
        "        rejected.append(title)\n",
        "        category = \"rejected\"\n",
        "    else:\n",
        "        need_classification.append(title)\n",
        "        category = \"need-classification\"\n",
        "\n",
        "    # SECOND - CALLING THE RIGHT FUNCTIONS, DOWNLOADING THE VIDEOS\n",
        "    if category == \"rejected\":\n",
        "        continue\n",
        "    elif category == \"need-classification\":\n",
        "        download(video, NEED_CLASSIFICATION_DIRECTORY, [])\n",
        "    else:\n",
        "        speaker = get_speaker(title, category = category, use_gpt = \"semi\")\n",
        "        game_state = get_win_or_loss(title)\n",
        "        directory = DIRECTORY_DICTIONARY[category]\n",
        "        download(video, directory, [speaker, game_state])\n",
        "\n",
        "    with open(file_path, 'w') as json_file:\n",
        "        json.dump(storage, json_file)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 138,
          "referenced_widgets": [
            "9b470bbe04e948d4b565468f3a5c01e8",
            "f22a7d24caaa4e21a09906c9ebc310b1",
            "fc12811c94904d35bbcf58251a96e1b6",
            "9d30347d357c47bc96c43e69a0d61cc3",
            "eca6de8eba1845d19ad5af87aa373da1",
            "1200e7d64df74c34a393240bce55d13b",
            "ca0abb0d53ac40aa8740a28a9aed9b8c",
            "b05f3ad4a7f94839b61fdd7165b10cb3",
            "3881339126074a7eae8bf41fb5a8a34b",
            "03397e120c4b4c8d93cab97a1c02fbea",
            "019470c4c4cc43729022b0eb78e0c884"
          ]
        },
        "id": "T1UU8mQ7myDL",
        "outputId": "b08a6609-042b-4132-d0af-98cff3a439e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Processing:   0%|          | 0/2156 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9b470bbe04e948d4b565468f3a5c01e8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID 9557f436804bfa07026ba064700d5470 in your message.)\n",
            "Sleeping -- error with OPENAI\n",
            "That model is currently overloaded with other requests. You can retry your request, or contact us through our help center at help.openai.com if the error persists. (Please include the request ID de38721436523b973e19ff3b45ddd0f3 in your message.)\n",
            "Sleeping -- error with OPENAI\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "csv_list = []\n",
        "for directory in [ON_COURT_DIRECTORY, ONE_PLAYER_DIRECTORY, TWO_PLAYER_DIRECTORY]:\n",
        "    category = directory.split(\"/\")[-2]\n",
        "    file_names = set([f for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f))])\n",
        "    for filename in file_names:\n",
        "        filename = filename[:-4]\n",
        "        speaker, game_state, title, video_id = filename.split(\"@\")\n",
        "        csv_list.append([speaker, game_state, category])\n",
        "\n",
        "filename = DOWNLOADS_DIR + \"collections.csv\"\n",
        "with open(filename, mode='w', newline='') as file:\n",
        "    writer = csv.writer(file)\n",
        "    writer.writerows(csv_list)"
      ],
      "metadata": {
        "id": "TL1u7zt2PQC_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analyze Videos"
      ],
      "metadata": {
        "id": "arMVG9S-jo5j"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "from collections import Counter\n",
        "\n",
        "results = dict()\n",
        "for directory in [ON_COURT_DIRECTORY, ONE_PLAYER_DIRECTORY, TWO_PLAYER_DIRECTORY]:\n",
        "    category = directory.split(\"/\")[-2]\n",
        "    player_count = dict()\n",
        "    file_names = set([f for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f))])\n",
        "    for filename in file_names:\n",
        "        filename = filename[:-4]\n",
        "        speaker, game_state, title, video_id = filename.split(\"@\")\n",
        "\n",
        "        if speaker not in player_count:\n",
        "            player_count[speaker] = {\"Win\" : 0, \"Loss\" : 0, \"Total\" : 0}\n",
        "        \n",
        "        player_count[speaker][\"Total\"] += 1\n",
        "        player_count[speaker][game_state] += 1\n",
        "    \n",
        "    results[category] = player_count        \n",
        "        "
      ],
      "metadata": {
        "id": "D8KIwfYMBTUh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "directories = [ON_COURT_DIRECTORY, ONE_PLAYER_DIRECTORY, TWO_PLAYER_DIRECTORY]\n",
        "categories = [directory.split(\"/\")[-2] for directory in directories]"
      ],
      "metadata": {
        "id": "iije8sz5D97c"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "categories"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Is1K8W7OEAR9",
        "outputId": "42b48502-4d24-4c5e-937d-e2b7be30ec2a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['On-Court', 'One-Player', 'Two-Player']"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "\n",
        "header = [\"player\"]\n",
        "for category in categories:\n",
        "    header.extend([f\"{category} {state}\" for state in [\"win\", \"loss\", \"total\"]])\n",
        "\n",
        "csv_list = [header]\n",
        "\n",
        "player_first_dict = dict()\n",
        "for category in results:\n",
        "    for player in results[category]:\n",
        "        if player not in player_first_dict:\n",
        "            player_first_dict[player] = {\n",
        "                \"On-Court\" : {\"Win\" : 0, \"Loss\" : 0, \"Total\" : 0},\n",
        "                \"One-Player\" : {\"Win\" : 0, \"Loss\" : 0, \"Total\" : 0},\n",
        "                \"Two-Player\" : {\"Win\" : 0, \"Loss\" : 0, \"Total\" : 0},\n",
        "            }\n",
        "        player_first_dict[player][category] = results[category][player]\n",
        "\n",
        "for player in player_first_dict:\n",
        "    entry = [player]\n",
        "    for category in categories:\n",
        "        cat_results = player_first_dict[player][category]\n",
        "        entry.extend([cat_results[\"Win\"], cat_results[\"Loss\"], cat_results[\"Total\"]])\n",
        "    csv_list.append(entry)\n",
        "\n",
        "filename = DOWNLOADS_DIR + \"player_counts.csv\"\n",
        "with open(filename, mode='w', newline='') as file:\n",
        "    writer = csv.writer(file)\n",
        "    writer.writerows(csv_list)"
      ],
      "metadata": {
        "id": "fg0aOcc2CzEa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ptYRllMCEZIx",
        "outputId": "a5494779-5600-4f43-ff57-24be09d1b38a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Gary Payton II': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 7, 'Loss': 4, 'Total': 11},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Bam Adebayo': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 4, 'Loss': 5, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Stephen Curry': {'On-Court': {'Win': 16, 'Loss': 1, 'Total': 17},\n",
              "  'One-Player': {'Win': 41, 'Loss': 27, 'Total': 68},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Austin Reaves': {'On-Court': {'Win': 6, 'Loss': 0, 'Total': 6},\n",
              "  'One-Player': {'Win': 25, 'Loss': 20, 'Total': 45},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Joel Embiid': {'On-Court': {'Win': 7, 'Loss': 0, 'Total': 7},\n",
              "  'One-Player': {'Win': 8, 'Loss': 8, 'Total': 16},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " \"D'Angelo Russell\": {'On-Court': {'Win': 3, 'Loss': 0, 'Total': 3},\n",
              "  'One-Player': {'Win': 14, 'Loss': 7, 'Total': 21},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kevon Looney': {'On-Court': {'Win': 3, 'Loss': 0, 'Total': 3},\n",
              "  'One-Player': {'Win': 9, 'Loss': 8, 'Total': 17},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " \"De'Aaron Fox\": {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 3, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Dennis Schröder': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 7, 'Loss': 2, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Anthony Davis': {'On-Court': {'Win': 14, 'Loss': 0, 'Total': 14},\n",
              "  'One-Player': {'Win': 29, 'Loss': 26, 'Total': 55},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Thomas Bryant': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 5, 'Loss': 2, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Draymond Green': {'On-Court': {'Win': 4, 'Loss': 0, 'Total': 4},\n",
              "  'One-Player': {'Win': 37, 'Loss': 26, 'Total': 63},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jalen Brunson': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 4, 'Loss': 3, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nikola Jokić': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 5, 'Loss': 3, 'Total': 8},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kyrie Irving': {'On-Court': {'Win': 8, 'Loss': 1, 'Total': 9},\n",
              "  'One-Player': {'Win': 25, 'Loss': 12, 'Total': 37},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'LeBron James': {'On-Court': {'Win': 8, 'Loss': 1, 'Total': 9},\n",
              "  'One-Player': {'Win': 44, 'Loss': 48, 'Total': 92},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kevin Durant': {'On-Court': {'Win': 8, 'Loss': 0, 'Total': 8},\n",
              "  'One-Player': {'Win': 24, 'Loss': 22, 'Total': 46},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jayson Tatum': {'On-Court': {'Win': 9, 'Loss': 0, 'Total': 9},\n",
              "  'One-Player': {'Win': 18, 'Loss': 16, 'Total': 34},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Klay Thompson': {'On-Court': {'Win': 8, 'Loss': 0, 'Total': 8},\n",
              "  'One-Player': {'Win': 45, 'Loss': 24, 'Total': 69},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jaylen Brown': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 13, 'Loss': 11, 'Total': 24},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Ja Moran': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Giannis Antetokounmpo': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 5, 'Loss': 4, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jimmy Butler': {'On-Court': {'Win': 5, 'Loss': 0, 'Total': 5},\n",
              "  'One-Player': {'Win': 12, 'Loss': 11, 'Total': 23},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jordan Poole': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 27, 'Loss': 9, 'Total': 36},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Marcus Smart': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Steph Curry': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 12, 'Loss': 9, 'Total': 21},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Andre Drummond': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 2, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Trae Young': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 6, 'Loss': 6, 'Total': 12},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Devin Booker': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 7, 'Loss': 6, 'Total': 13},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Luka Dončić': {'On-Court': {'Win': 4, 'Loss': 0, 'Total': 4},\n",
              "  'One-Player': {'Win': 7, 'Loss': 8, 'Total': 15},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Al Horford': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Karl-Anthony Towns': {'On-Court': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 6, 'Total': 8},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Ben Simmons': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 5, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Russell Westbrook': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 24, 'Loss': 45, 'Total': 69},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Tobias Harris': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 1, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Anthony Edwards': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Andrew Wiggins': {'On-Court': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'One-Player': {'Win': 9, 'Loss': 3, 'Total': 12},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'CJ McCollum': {'On-Court': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 2, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Brandon Ingram': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 2, 'Loss': 1, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'DeMar DeRozan': {'On-Court': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 2, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Seth Curry': {'On-Court': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Ja Morant': {'On-Court': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'One-Player': {'Win': 5, 'Loss': 4, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Steve Nash': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 20, 'Loss': 18, 'Total': 38},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Donovan Mitchell': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 4, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Patty Mills': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Chris Paul': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 3, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Frank Vogel': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 15, 'Loss': 29, 'Total': 44},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Darvin Ham': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 42, 'Loss': 46, 'Total': 88},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Steve Kerr': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 76, 'Loss': 65, 'Total': 141},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jason Kidd': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 9, 'Loss': 8, 'Total': 17},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Tyrese Maxey': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 6, 'Loss': 3, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Ime Udoka': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 12, 'Loss': 9, 'Total': 21},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Tyronn Lue': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 3, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Monty Williams': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 10, 'Loss': 10, 'Total': 20},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Damion Lee': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jarred Vanderbilt': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 2, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Erik Spoelstra': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 15, 'Loss': 11, 'Total': 26},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Doc Rivers': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 16, 'Loss': 18, 'Total': 34},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Marcus Morris Sr.': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Michael Malone': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 10, 'Loss': 2, 'Total': 12},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Taylor Jenkins': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 4, 'Loss': 8, 'Total': 12},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Malik Monk': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 4, 'Loss': 7, 'Total': 11},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Gabe Vincent': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Bruce Brown Jr.': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 1, 'Total': 4},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jonathan Kuminga': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 9, 'Loss': 4, 'Total': 13},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'James Harden': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 7, 'Loss': 21, 'Total': 28},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Julius Randle': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jacque Vaughn': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 17, 'Loss': 7, 'Total': 24},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Otto Porter Jr': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Troy Brown': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 4, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mike Brown': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 6, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Desmond Bane': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 2, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Joe Mazzulla': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 10, 'Loss': 7, 'Total': 17},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mike Conley Jr.': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 2, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jamal Murray': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 6, 'Loss': 1, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " \"DeAndre' Bembry\": {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Rui Hachimura': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 11, 'Total': 13},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Quin Snyder': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 8, 'Total': 9},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Billy Donovan': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 3, 'Total': 4},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Lonnie Walker': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Dwight Howard': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 3, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'LeBron': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Patrick Beverley': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 2, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nicolas Claxton': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mike Budenholzer': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 4, 'Loss': 7, 'Total': 11},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Duncan Robinson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Stanley Johnson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 2, 'Total': 4},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Tom Thibodeau': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 3, 'Total': 6},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nemanja Bjelica': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Josh Giddey': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Fred VanVleet': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Malik Beasley': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 6, 'Total': 6},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Carmelo Anthony': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 9, 'Total': 11},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'JaMychal Green': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Wenyen Gabriel': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 3, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kyrie Irving Andrew Wiggins': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mark Daigneault': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Max Strus': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'James Wiseman': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jaren Jackson Jr.': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Malcolm Brogdon': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Willie Green': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 2, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Tristan Thompson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'David Fizdale': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 5, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mason Jones': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kentavious Caldwell-Pope': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mohamed Bamba': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Lamarcus Aldridge': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Chris Finch': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 4, 'Total': 6},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Dorian Finney-Smith': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Lonnie Walker IV': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 2, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jamychal Green': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jrue Holiday': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Avery Bradley': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 1, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Robert Williams III': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Ty Jerome': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Donte DiVincenzo': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 3, 'Loss': 4, 'Total': 7},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Dillon Brooks': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nate McMillan': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Moses Moody': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 2, 'Total': 4},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'James Johnson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Cam Thomas': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Steph Cury': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Quinndary Weatherspoon': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Talen Horton-Tucker': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 5, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Caleb Martin': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 3, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Juan Toscano-Anderson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 4, 'Total': 5},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kendrick Nunn': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Michael Porter Jr.': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 1, 'Total': 3},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Aaron Gordon': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'DJ Augustin': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Andre Iguodala': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Bruce Brown': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " \"Day'Ron Sharpe\": {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 1, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Derrick White': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 2, 'Loss': 0, 'Total': 2},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nick Nurse': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Donte Divincenzo': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'More Embiid': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Rudy Gobert': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'John Collins': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kawhi Leonard': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nikola Vucevic': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Kyle Lowry': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'LaMarcus Aldridge': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Dennis Schroder': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Anthony Lamb': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Deandre Ayton': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Keegan Murray': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jayeln Brown': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Cole Swider': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Goran Dragić': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Mikal Bridges': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Domantas Sabonis': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jeff Green': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Cameron Thomas': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Reggie Jackson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 1, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Nate Mcmillan': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Norman Powell': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Shai Gilgeous-Alexander': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 1, 'Loss': 0, 'Total': 1},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 0, 'Total': 0}},\n",
              " 'Jamal Murray & Kentavious': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Devin Booker & Chris Paul': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Klay Thompson & Green': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Jimmy Butler & Kyle Lowry': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 1, 'Total': 2}},\n",
              " 'Bam Adebayo & Kyle Lowry': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'LeBron & Anthony Davis': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 3, 'Loss': 2, 'Total': 5}},\n",
              " 'Zach LaVine & DeMar DeRozan': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Josh Hart & RJ Barrett': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 1, 'Total': 1}},\n",
              " 'Julius Randle & RJ Barrett': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " \"Tyrese Maxey & De'Anthony\": {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " \"De'Aaron Fox & Malik Mon\": {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Jalen Brunson & Quentin Grimes': {'On-Court': {'Win': 0,\n",
              "   'Loss': 0,\n",
              "   'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'LeBron James & Anthony Davis': {'On-Court': {'Win': 0,\n",
              "   'Loss': 0,\n",
              "   'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 2, 'Total': 3}},\n",
              " 'Russell Westbrook & Norman Powell': {'On-Court': {'Win': 0,\n",
              "   'Loss': 0,\n",
              "   'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 1, 'Total': 1}},\n",
              " 'Devin Booker & Kevin Durant': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 1, 'Total': 1}},\n",
              " 'Mikal Bridges & Cam Johnson': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Jaylen Brown & Malcolm Brogdon': {'On-Court': {'Win': 0,\n",
              "   'Loss': 0,\n",
              "   'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Russell Westbrook & AD': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 1, 'Total': 1}},\n",
              " 'Jamal Murray & Kentavious Caldwell-Pope': {'On-Court': {'Win': 0,\n",
              "   'Loss': 0,\n",
              "   'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'Kevin Durant & Devin Booker': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 1, 'Loss': 0, 'Total': 1}},\n",
              " 'LeBron James & AD': {'On-Court': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'One-Player': {'Win': 0, 'Loss': 0, 'Total': 0},\n",
              "  'Two-Player': {'Win': 0, 'Loss': 1, 'Total': 1}}}"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from tqdm.notebook import tqdm\n",
        "# Analysis for the one-person interviews\n",
        "def analyze_state_balance():\n",
        "    lst = []\n",
        "\n",
        "    for title in tqdm(results[\"one-person\"], leave=False):\n",
        "        player = title[:title.lower().find(\"postgame\")].strip()\n",
        "\n",
        "        while True:\n",
        "            result = get_win_or_loss(title)\n",
        "            if result is not None:\n",
        "                break\n",
        "            else:\n",
        "                time.sleep(10)\n",
        "\n",
        "        lst.append((player, result))\n",
        "\n",
        "    players = Counter(lst)\n",
        "    players_with_5 = [(identifier, threshold) for (identifier, threshold) in players.most_common() if threshold >= 5]\n",
        "\n",
        "    return players_with_5\n",
        "\n",
        "analyze_state_balance()"
      ],
      "metadata": {
        "id": "pbj7xKRDABsu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "speakers = dict()\n",
        "for (player, result), count in results:\n",
        "    if result.endswith(\".\"):\n",
        "        result = result[:-1]\n",
        "    if player not in speakers:\n",
        "        speakers[player] = {\"Win\": 0, \"Loss\":0}\n",
        "    speakers[player][result] += count\n",
        "\n",
        "balance = []\n",
        "for speaker in speakers:\n",
        "    win_percentage = speakers[speaker][\"Win\"] / (speakers[speaker][\"Win\"] + speakers[speaker][\"Loss\"])\n",
        "    balance.append((speaker, win_percentage))\n",
        "\n",
        "balance"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dsvR4I9DLbr-",
        "outputId": "71387b65-e6a8-4f05-b289-f8a11ed3a010"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('Andrew Wiggins', 1.0),\n",
              " ('Anthony Davis', 0.5283018867924528),\n",
              " ('Austin Reaves', 0.5714285714285714),\n",
              " ('Ben Simmons', 0.0),\n",
              " ('Carmelo Anthony', 0.0),\n",
              " (\"D'Angelo Russell\", 0.6666666666666666),\n",
              " ('Darvin Ham', 0.47619047619047616),\n",
              " ('David Fizdale', 0.0),\n",
              " ('Dennis Schröder', 1.0),\n",
              " ('Devin Booker', 0.5384615384615384),\n",
              " ('Doc Rivers', 0.4666666666666667),\n",
              " ('Donte DiVincenzo', 0.0),\n",
              " ('Draymond Green', 0.6),\n",
              " ('Erik Spoelstra', 0.5909090909090909),\n",
              " ('Frank Vogel', 0.3488372093023256),\n",
              " ('Gary Payton II', 1.0),\n",
              " ('Giannis Antetokounmpo', 1.0),\n",
              " ('Ime Udoka', 0.6),\n",
              " ('Jacque Vaughn', 0.7391304347826086),\n",
              " ('Jamal Murray', 1.0),\n",
              " ('James Harden', 0.28),\n",
              " ('Jason Kidd', 0.5294117647058824),\n",
              " ('Jaylen Brown', 0.5238095238095238),\n",
              " ('Jayson Tatum', 0.5333333333333333),\n",
              " ('Jimmy Butler', 0.5882352941176471),\n",
              " ('Joe Mazzulla', 0.6153846153846154),\n",
              " ('Joel Embiid', 0.5384615384615384),\n",
              " ('Jonathan Kuminga', 1.0),\n",
              " ('Jordan Poole', 0.7352941176470589),\n",
              " ('Karl-Anthony Towns', 0.0),\n",
              " ('Kevin Durant', 0.5348837209302325),\n",
              " ('Kevon Looney', 0.5),\n",
              " ('Klay Thompson', 0.6521739130434783),\n",
              " ('Kyrie Irving', 0.6470588235294118),\n",
              " ('LeBron James', 0.45555555555555555),\n",
              " ('Luka Dončić', 0.38461538461538464),\n",
              " ('Malik Beasley', 0.0),\n",
              " ('Malik Monk', 0.0),\n",
              " ('Michael Malone', 1.0),\n",
              " ('Mike Brown', 0.0),\n",
              " ('Mike Budenholzer', 0.0),\n",
              " ('Monty Williams', 0.5294117647058824),\n",
              " ('Nikola Jokić', 1.0),\n",
              " ('Quin Snyder', 0.0),\n",
              " ('Rui Hachimura', 0.0),\n",
              " ('Russell Westbrook', 0.3188405797101449),\n",
              " ('Steph Curry', 0.5263157894736842),\n",
              " ('Stephen Curry', 0.6153846153846154),\n",
              " ('Steve Kerr', 0.5390070921985816),\n",
              " ('Steve Nash', 0.5142857142857142),\n",
              " ('Talen Horton-Tucker', 0.0),\n",
              " ('Taylor Jenkins', 0.0),\n",
              " ('Thomas Bryant', 1.0),\n",
              " ('Trae Young', 0.45454545454545453),\n",
              " ('Tyrese Maxey', 1.0)]"
            ]
          },
          "metadata": {},
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "data = [(\"Player\", \"Win Count\", \"Loss Count\", \"Total\")]\n",
        "\n",
        "for speaker in speakers:\n",
        "    entry = speakers[speaker]\n",
        "    win_count = entry[\"Win\"]\n",
        "    lose_count = entry[\"Loss\"]\n",
        "    total = win_count + lose_count\n",
        "    data.append((speaker, win_count, lose_count, total))\n",
        "\n",
        "output_file = \"interview count.csv\"\n",
        "with open(output_file, \"w\", newline=\"\") as csv_file:\n",
        "    writer = csv.writer(csv_file)\n",
        "    writer.writerows(data)"
      ],
      "metadata": {
        "id": "jKZGQnp2Szf8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Sample data\n",
        "data = [ratio for player, ratio in balance]\n",
        "\n",
        "# Plotting the histogram\n",
        "plt.hist(data, bins=25, edgecolor='black')\n",
        "\n",
        "# Customizing the plot\n",
        "plt.xlabel('Values')\n",
        "plt.ylabel('Frequency')\n",
        "plt.title('Histogram')\n",
        "\n",
        "# Display the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "weXCMG9YNCN3",
        "outputId": "c116b70a-0302-4481-f953-8a546c7d5f27"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "FWr5MJO90gvw"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}