AvgPossessionsOverTime.ipynb

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    "## Computing the Average Possessions per Minute for all Teams in the last 20 seasons.\n",
    "\n",
    "Using the NBA API to obtain the amount of possessions and minutes played by all teams in the NBA during the last 20 seasons.\n",
    "\n",
    "Plotting with [Plotly Express](https://plotly.com/python/plotly-express/)"
   ]
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    "# All needed imports\n",
    "from nba_api.stats.endpoints import leaguedashteamstats\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import time"
   ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TEAM_ID</th>\n",
       "      <th>TEAM_NAME</th>\n",
       "      <th>MIN</th>\n",
       "      <th>POSS</th>\n",
       "      <th>SEASON</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1610612737</td>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>3956.0</td>\n",
       "      <td>7678</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1610612738</td>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>3966.0</td>\n",
       "      <td>7738</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1610612766</td>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>3951.0</td>\n",
       "      <td>7480</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1610612741</td>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>3961.0</td>\n",
       "      <td>7549</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1610612739</td>\n",
       "      <td>Cleveland Cavaliers</td>\n",
       "      <td>3971.0</td>\n",
       "      <td>7553</td>\n",
       "      <td>2002</td>\n",
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       "      TEAM_ID            TEAM_NAME     MIN  POSS  SEASON\n",
       "0  1610612737        Atlanta Hawks  3956.0  7678    2002\n",
       "1  1610612738       Boston Celtics  3966.0  7738    2002\n",
       "2  1610612766    Charlotte Hornets  3951.0  7480    2002\n",
       "3  1610612741        Chicago Bulls  3961.0  7549    2002\n",
       "4  1610612739  Cleveland Cavaliers  3971.0  7553    2002"
      ]
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   "source": [
    "# Get teams possessions and minutes played for last 20 seasons\n",
    "# API doesn't let us obtain for information for the 20 years, we have to call this 20 times\n",
    "df = pd.DataFrame()\n",
    "for i in range(20):\n",
    "    # Building the Season String (ie. 2020-21)\n",
    "    season_str = f\"{2001 + i}-{2 + i:02d}\"\n",
    "    # Let's make some attempts to obtain the data, since we might be doing too many requests...\n",
    "    for attempt in range(5):\n",
    "        try:\n",
    "            # Try to get the information for the season, getting only the columns we need\n",
    "            teams = leaguedashteamstats.LeagueDashTeamStats(\n",
    "                season=season_str, measure_type_detailed_defense=\"Advanced\",\n",
    "            ).get_data_frames()[0][[\"TEAM_ID\", \"TEAM_NAME\", \"MIN\", \"POSS\"]]\n",
    "        except:\n",
    "            # If we get an error we go to sleep for some time\n",
    "            time.sleep(30)\n",
    "        else:\n",
    "            # If everything's OK with the request, we continue\n",
    "            break\n",
    "\n",
    "    if len(teams):\n",
    "        teams[\"SEASON\"] = 2002 + i\n",
    "        df = pd.concat([df, teams], axis=0)\n",
    "    else:\n",
    "        print(\"Try again :(\")\n",
    "        break\n",
    "\n",
    "df.head()"
   ]
  },
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   "cell_type": "code",
   "execution_count": 111,
   "id": "23974d8c-edc4-455c-8236-497778925052",
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   "source": [
    "# Get possessions per minute for every row.\n",
    "df[\"POSS_PER_MIN\"] = df[\"POSS\"] / df[\"MIN\"]"
   ]
  },
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   "cell_type": "code",
   "execution_count": 112,
   "id": "b975396c-faec-416c-94e7-af3ccf329847",
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    "# Get the average possessions per minute for the league in each season.\n",
    "poss_per_min_series = df.groupby(\"SEASON\")[\"POSS_PER_MIN\"].mean()\n",
    "poss_per_min_df = pd.DataFrame(poss_per_min_series)\n",
    "# Transform the index\n"
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   ],
   "source": [
    "# Plot\n",
    "fig = px.scatter(poss_per_min_df, x=poss_per_min_df.index, y=poss_per_min_df[\"POSS_PER_MIN\"])\n",
    "fig.update_layout(\n",
    "    paper_bgcolor='rgba(0,0,0,0)',\n",
    "    plot_bgcolor='rgba(0,0,0,0)',\n",
    ")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5575366d-5b6a-4b9f-98ac-30e38818efce",
   "metadata": {},
   "source": [
    "## Boxplots\n",
    "We can get a better visualization (not only averages) by using boxplots. Let's get the color for each team from [teamcolorcodes.com](https://teamcolorcodes.com/nba-team-color-codes/), there is a script that does this but we also store the information in a CSV file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "dc12da07-08fb-436e-9dc2-38921cec020d",
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    {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>team</th>\n",
       "      <th>color</th>\n",
       "      <th>border_color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Atlanta Hawks</td>\n",
       "      <td>#E03A3E</td>\n",
       "      <td>#C1D32F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boston Celtics</td>\n",
       "      <td>#007a33</td>\n",
       "      <td>#BA9653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooklyn Nets</td>\n",
       "      <td>#000</td>\n",
       "      <td>#000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Charlotte Hornets</td>\n",
       "      <td>#1D1160</td>\n",
       "      <td>#00788c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chicago Bulls</td>\n",
       "      <td>#CE1141</td>\n",
       "      <td>#000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                team     color  border_color\n",
       "0      Atlanta Hawks   #E03A3E       #C1D32F\n",
       "1     Boston Celtics   #007a33       #BA9653\n",
       "2      Brooklyn Nets      #000          #000\n",
       "3  Charlotte Hornets   #1D1160       #00788c\n",
       "4      Chicago Bulls   #CE1141          #000"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_colors = pd.read_csv(\"team_colors.csv\")\n",
    "team_colors.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c5652ae-e03f-4cc7-a83f-f4b4f68034c0",
   "metadata": {},
   "source": [
    "We have different amounts of teams on each DF (due to name changes in the last years), we will need to make some arrangements."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "3249965e-636b-4abe-bc18-211562c15895",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36, 31)"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"TEAM_NAME\"].nunique(), team_colors[\"team\"].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "370ea89a-2123-4b0c-bc1b-c87b8a2fb92c",
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    {
     "data": {
      "text/plain": [
       "array(['Atlanta Hawks', 'Boston Celtics', 'Charlotte Hornets',\n",
       "       'Chicago Bulls', 'Cleveland Cavaliers', 'Dallas Mavericks',\n",
       "       'Denver Nuggets', 'Detroit Pistons', 'Golden State Warriors',\n",
       "       'Houston Rockets', 'Indiana Pacers', 'Los Angeles Clippers',\n",
       "       'Los Angeles Lakers', 'Memphis Grizzlies', 'Miami Heat',\n",
       "       'Milwaukee Bucks', 'Minnesota Timberwolves', 'New Jersey Nets',\n",
       "       'New York Knicks', 'Orlando Magic', 'Philadelphia 76ers',\n",
       "       'Phoenix Suns', 'Portland Trail Blazers', 'Sacramento Kings',\n",
       "       'San Antonio Spurs', 'Seattle SuperSonics', 'Toronto Raptors',\n",
       "       'Utah Jazz', 'Washington Wizards', 'New Orleans Hornets',\n",
       "       'Charlotte Bobcats', 'New Orleans/Oklahoma City Hornets',\n",
       "       'Oklahoma City Thunder', 'Brooklyn Nets', 'New Orleans Pelicans',\n",
       "       'LA Clippers'], dtype=object)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"TEAM_NAME\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "e27f7bba-9952-4e6b-85be-0f3e0c0eb026",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31 31\n"
     ]
    }
   ],
   "source": [
    "df.replace({\n",
    "    \"LA Clippers\": \"Los Angeles Clippers\",\n",
    "    \"Charlotte Bobcats\": \"Charlotte Hornets\",\n",
    "    \"New Orleans Hornets\": \"New Orleans Pelicans\",\n",
    "    \"New Orleans/Oklahoma City Hornets\": \"New Orleans Pelicans\",\n",
    "    \"New Jersey Nets\": \"Brooklyn Nets\",\n",
    "}, inplace=True)\n",
    "team_colors.replace({\"Seattle Supersonics\": \"Seattle SuperSonics\"}, inplace=True)\n",
    "print(df[\"TEAM_NAME\"].nunique(), team_colors[\"team\"].nunique())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6ece0d9-f521-428b-bcf8-c1592373261d",
   "metadata": {},
   "source": [
    "We now have 31 teams (we will give the SuperSonics their chance to appear).\n",
    "Let's merge the 2 DFs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "344c3218-0dd9-4045-91a2-234c65adb4c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.merge(team_colors, left_on=\"TEAM_NAME\", right_on=\"team\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "a8a4efe8-7867-44e5-a501-40dad00323f9",
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     "metadata": {},
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   ],
   "source": [
    "points = [\n",
    "    go.Scatter(\n",
    "        x=group[\"SEASON\"], y=group[\"POSS_PER_MIN\"], mode=\"markers\", \n",
    "        # Getting the marker to look like the team with border color and color.\n",
    "        marker=dict(opacity=0.9, size=9, line=dict(width=2, color=group[\"border_color\"].iloc[0])),\n",
    "        marker_color=group[\"color\"].iloc[0], hoverinfo=\"name+y\",\n",
    "        text=name, name=name, showlegend=True,\n",
    "    ) for name, group in df.groupby(\"TEAM_NAME\")\n",
    "]\n",
    "fig = go.Figure(data=[\n",
    "    go.Box(x=df[\"SEASON\"], y=df[\"POSS_PER_MIN\"], boxpoints=False, marker_color=\"lightgrey\", line_color=\"grey\", showlegend=False),\n",
    "] + points)\n",
    "fig.update_layout(title=\"Possessions per Minute\", height=600)                    \n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74ded690-2a73-410e-be83-d7c20e12f9c5",
   "metadata": {},
   "source": [
    "### Conclusions\n",
    "We can see that the playing pace has increased from the 2015 season and on, but the big leap is done in the 2018 season, since the minimum pace is a lot higher than in the 2017 season (almost the average on that year)."
   ]
  }
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