{"cells":[{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport csv\nfrom scipy.stats import zscore \nimport statistics \nimport matplotlib.pyplot as plt","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","collapsed":true,"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":false},"cell_type":"markdown","source":"# Team Ratings"},{"metadata":{},"cell_type":"markdown","source":"When I think of madness, I think about modest teams beating champions and progressing far into the tournament. We all have a sense of the strength of teams when they face off. However, a way to quantify that strength is ideal for an analysis. Therefore, we will be using a [Massey Rating](https://en.wikipedia.org/wiki/Kenneth_Massey) in order to determine the relative strengths of the teams that will be facing off in every year's March Madness Tournament. Massey ratings are used widely in sports analytics and will give each team a rating that ranges from negative to positive values, where higher values represent a stronger rating. "},{"metadata":{},"cell_type":"markdown","source":"Below is the code to generate the Massey ratings for all teams that qualified for March Madness in a given year. I will use men's data and the year 2018 as an example."},{"metadata":{"trusted":true},"cell_type":"code","source":"loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MRegularSeasonCompactResults.csv\")\nmarch_loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MNCAATourneyCompactResults.csv\")\nid_name_loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MTeams.csv\")\n\n# Keys = team ID, vals = team name\nid_to_name = {}\n\ndef id_name():\n    with open(id_name_loc) as f:\n        reader = csv.DictReader(f)\n        # maps ID to name\n        for row in reader:\n            team_id = row[\"TeamID\"]\n            id_to_name[team_id] = row[\"TeamName\"]\n\ndef massey(year, only_madness):\n    id_name()\n    teams = set({})\n    num_games = 0\n    with open(loc) as g:\n        reader = csv.DictReader(g)\n        for row in reader:\n            if int(row['Season']) == year:\n                teams.add(id_to_name[row['WTeamID']])\n                teams.add(id_to_name[row['LTeamID']])\n                num_games += 1\n    id_matrix = {}\n    matrix_id = 0\n    teams = sorted(teams)\n    # make teams into an index \n    for team in teams:\n        id_matrix[team] = matrix_id\n        matrix_id += 1\n    # open games file\n    # date, team, and score info\n    teami = []; scorei = []; teamj = []; scorej = []\n    with open(loc) as f:\n        reader = csv.DictReader(f)\n        for row in reader:\n            if int(row['Season']) == year:\n                current_i = id_matrix[id_to_name[row['WTeamID']]]\n                current_j = id_matrix[id_to_name[row['LTeamID']]]\n                s_i = int(row['WScore'])\n                s_j = int(row['LScore'])\n                # can be used later\n                home_away = row['WLoc']\n                teami.append(current_i)\n                scorei.append(s_i)\n                teamj.append(current_j)\n                scorej.append(s_j)\n    # Massey matrix and point differential vector\n    numTeams = max(max(teami),max(teamj)) + 1\n    m = np.zeros((numTeams,numTeams))\n    p = np.zeros(numTeams)\n    # k = 0\n    for k in range(len(teami)):\n        i = teami[k]\n        j = teamj[k]\n        # update massey matrix\n        m[i,i] += 1; m[j,j] += 1\n        m[i,j] += -1; m[j,i] += -1\n        # update point differential vector\n        p[i] += (scorei[k] - scorej[k])\n        p[j] += (scorej[k] - scorei[k])\n        # update k\n        k += 1\n    # solve Massey system\n    m[-1,:] = 1\n    p[-1] = 0\n    r = np.linalg.solve(m,p)\n\n    team_rating = []\n    qualified = set({})\n    with open(march_loc) as g:\n        reader = csv.DictReader(g)\n        for row in reader:\n            if int(row['Season']) == year:\n                qualified.add(id_to_name[row['WTeamID']])\n                qualified.add(id_to_name[row['LTeamID']])\n    for i in range(len(r)):\n        if only_madness:\n            if teams[i] in qualified:\n                team_rating.append([teams[i],r[i]])\n        else:\n            team_rating.append([teams[i],r[i]])\n    team_rating = sorted(team_rating, key = lambda x: x[1], reverse= True)\n\n    return team_rating\n\nmassey(2018, True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now that we are able to quantify the relative strengths of teams, we can begin our analysis. "},{"metadata":{},"cell_type":"markdown","source":"# Quantifying Madness"},{"metadata":{},"cell_type":"markdown","source":"Madness refers to outcomes that are unexpected. It refers to the games where an underdog faces a previous champion, and comes out victorious to the surprise of the crowd. Using our rating system, this would mean a lower team beating a higher rated team. Since we want to create a statistic that can quantify the madness in the March Madness tournament, we will want to look at all the games played in the tournament. "},{"metadata":{},"cell_type":"markdown","source":"March Madness happens in six single elimination stages. Here are the number of teams at each stage: \n* Stage 1: 68 teams \n* Stage 2: 32 teams \n* Stage 3: 16 teams \n* Stage 4: 8 teams \n* Stage 5: 4 teams \n* Stage 6: 2 teams "},{"metadata":{},"cell_type":"markdown","source":"If we take the average rating of the teams at each stage, we can get a sense of the general strength of the teams in that stage. If a season contains no madness whatsoever, we will expect the higher rated teams to win. This means a high average rating for all stages between 2 and 6. However, if a season is totally mad and underdogs are winning every single game, the average rating for all stages between 2 and stage 6 will be low.\n> Every team in March Madness makes it to stage 1, therefore we do not take its average into account"},{"metadata":{},"cell_type":"markdown","source":"So, our statistic for madness is going to be an average of the ratings that teams have in stage 2 through stage 6 inclusive. Before we use the ratings however, we must acknowledge that the Massey ratings are going to be different every year. For example, the range of Massey ratings might be -12 to 27 in one year but -15 to 24 in another year. Therefore, we want to **convert the Massey ratings of all teams into their corresponding z-scores**. \n\nThis allows us to normalize the ratings for each year providing a better comparison across years. This way, the differences in ratings are going to be relative to the average of their respective year. A high z-score indicates an above average rating and a low z-score indicates a below average rating. This way a team with a z-score of 1 can be approximated to a team with a z-score of 1 on another year. "},{"metadata":{},"cell_type":"markdown","source":"The average at each stage should also be weighted. A team that makes it to the finals (stage 6) is much more impressive than a team that simply makes it past the first round (stage 2). Therefore, we want to take a weighted average of the stages between stage 2 - stage 6. How we will weight is based on the inverse of the number of teams that make it to that round. So, the average of the teams that made it to stage 6 will count 16 times more than the average of the teams that made it to stage 2 in the computation of our overall tournament average. "},{"metadata":{},"cell_type":"markdown","source":"**Madness Statistic Weighted Average = (average z-score of teams in stage 2 - stage 6) * (corresponding weights)**"},{"metadata":{},"cell_type":"markdown","source":"Therefore, a high weighted average for a year indicates that teams with high ratings relative to the average that year made it far into the tournament. This is an indication that the tournamnet was not very mad or unexpected that year. On the other hand, if we have a weighted average that is low, it indicates that teams with ratings below average made it far into the tournament. And in order for that to happen, it must have been a tournament full of madness."},{"metadata":{},"cell_type":"markdown","source":"Below is the code required to run our measurement. Men's data is used for this example. The output is small, so I have commented out the last line that generates the graph. To see it, simply uncomment out the last line."},{"metadata":{"trusted":true},"cell_type":"code","source":"loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MRegularSeasonCompactResults.csv\")\nmarch_loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MNCAATourneyCompactResults.csv\")\nid_name_loc = (\"/kaggle/input/march-madness-analytics-2020/2020DataFiles/2020DataFiles/2020-Mens-Data/MDataFiles_Stage1/MTeams.csv\")\n\n# Keys = team ID, vals = team name\nid_to_name = {}\n\nname_to_id = {}\n\ndef id_name():\n    with open(id_name_loc) as f:\n        reader = csv.DictReader(f)\n        # maps ID to name\n        for row in reader:\n            team_id = row[\"TeamID\"]\n            id_to_name[team_id] = row[\"TeamName\"]\n            name_to_id[row[\"TeamName\"]] = int(row[\"TeamID\"])\n            \ndef massey(year, only_madness):\n    teams = set({})\n    num_games = 0\n    with open(loc) as g:\n        reader = csv.DictReader(g)\n        for row in reader:\n            if int(row['Season']) == year:\n                teams.add(id_to_name[row['WTeamID']])\n                teams.add(id_to_name[row['LTeamID']])\n                num_games += 1\n            if int(row['Season']) > year:\n                break\n    id_matrix = {}\n    matrix_id = 0\n    teams = sorted(teams)\n    # make teams into an index \n    for team in teams:\n        id_matrix[team] = matrix_id\n        matrix_id += 1\n    # open games file\n    # date, team, and score info\n    teami = []; scorei = []; teamj = []; scorej = []\n    with open(loc) as f:\n        reader = csv.DictReader(f)\n        for row in reader:\n            if int(row['Season']) == year:\n                current_i = id_matrix[id_to_name[row['WTeamID']]]\n                current_j = id_matrix[id_to_name[row['LTeamID']]]\n                s_i = int(row['WScore'])\n                s_j = int(row['LScore'])\n                # can be used later\n                home_away = row['WLoc']\n                teami.append(current_i)\n                scorei.append(s_i)\n                teamj.append(current_j)\n                scorej.append(s_j)\n    # Massey matrix and point differential vector\n    numTeams = max(max(teami),max(teamj)) + 1\n    m = np.zeros((numTeams,numTeams))\n    p = np.zeros(numTeams)\n    # k = 0\n    for k in range(len(teami)):\n        i = teami[k]\n        j = teamj[k]\n        # update massey matrix\n        m[i,i] += 1; m[j,j] += 1\n        m[i,j] += -1; m[j,i] += -1\n        # update point differential vector\n        p[i] += (scorei[k] - scorej[k])\n        p[j] += (scorej[k] - scorei[k])\n        # update k\n        k += 1\n    # solve Massey system\n    m[-1,:] = 1\n    p[-1] = 0\n    r = np.linalg.solve(m,p)\n\n    team_ratings = []\n    team_ids = []\n    qualified = set({})\n    with open(march_loc) as g:\n        reader = csv.DictReader(g)\n        for row in reader:\n            if int(row['Season']) == year:\n                qualified.add(id_to_name[row['WTeamID']])\n                qualified.add(id_to_name[row['LTeamID']])\n    for i in range(len(r)):\n        if only_madness:\n            if teams[i] in qualified:\n                team_ratings.append(r[i])\n                team_ids.append(name_to_id[teams[i]])\n\n    team_zscores = zscore(team_ratings)\n\n    \"\"\" Cinderella Analysis \"\"\"\n\n    # maps team ids to their massey ratings zscores\n    id_zscore = {}\n\n    for i in range(len(team_ids)):\n        id_zscore[team_ids[i]] = team_zscores[i]\n\n    # 32 teams \n    day_138_139 = []\n    weight_32 = 1/31    \n    # 16 teams \n    day_143_144 = []\n    weight_16 = 2/31\n    # 8 teams \n    day_145_146 = []\n    lowest_145_146 = 100\n    weight_8 = 4/31\n    # 4 teams \n    day_152 = []\n    lowest_152 = 100\n    weight_4 = 8/31\n    # 2 teams final \n    day_154 = []\n    lowest_154 = 100\n    weight_2 = 16/31\n\n    with open(march_loc) as g:\n        reader = csv.DictReader(g)\n        for row in reader:\n            if int(row['Season']) == year:\n                current_day = row['DayNum']\n                team_1 = int(row['WTeamID'])\n                team_2 = int(row['LTeamID'])\n                if current_day == '138' or current_day == '139':\n                    day_138_139.append(id_zscore[team_1])\n                    day_138_139.append(id_zscore[team_2])\n                elif current_day == '143' or current_day == '144':\n                    day_143_144.append(id_zscore[team_1])\n                    day_143_144.append(id_zscore[team_2])\n                elif current_day == '145' or current_day == '146':\n                    day_145_146.append(id_zscore[team_1])\n                    day_145_146.append(id_zscore[team_2])\n                    lowest = min(lowest_145_146,id_zscore[team_1],id_zscore[team_2])\n                    lowest_145_146 = lowest\n                elif current_day == '152':\n                    day_152.append(id_zscore[team_1])\n                    day_152.append(id_zscore[team_2])\n                    lowest = min(lowest_152,id_zscore[team_1],id_zscore[team_2])\n                    lowest_152 = lowest\n                elif current_day == '154':\n                    day_154.append(id_zscore[team_1])\n                    day_154.append(id_zscore[team_2])\n                    lowest = min(lowest_154,id_zscore[team_1],id_zscore[team_2])\n                    lowest_154 = lowest\n\n    weighted_zscore_average = 0\n    weighted_zscore_average += weight_32 * statistics.mean(day_138_139)\n    weighted_zscore_average += weight_16 * statistics.mean(day_143_144)\n    weighted_zscore_average += weight_8 * statistics.mean(day_145_146)\n    weighted_zscore_average += weight_4 * statistics.mean(day_152)\n    weighted_zscore_average += weight_2 * statistics.mean(day_154)\n\n    return [weighted_zscore_average, lowest_154]\n\ndef plot_weighted_average():\n    id_name()\n    n_groups = 0\n    weighted_zscore = []\n    Lowest_Zscore_Final  = []\n    x_labels = []\n\n    for year in range(1985,2020):\n        r = massey(year,True)\n        n_groups += 1\n        weighted_zscore.append(r[0])\n        Lowest_Zscore_Final.append(r[1])\n        x_labels.append(\"'\" + str(year)[-2:])\n\n    # create plot\n    fig, ax = plt.subplots()\n    index = np.arange(n_groups)\n    bar_width = 0.35\n    opacity = 0.8\n\n    rects1 = plt.bar(index, weighted_zscore, bar_width,\n    alpha=opacity,\n    color='b',\n    label='Weighted Z-Score')\n\n    rects2 = plt.bar(index + bar_width, Lowest_Zscore_Final , bar_width,\n    alpha=opacity,\n    color='g',\n    label='Finals Lowest Zscore')\n\n    plt.xlabel('Year')\n    plt.ylabel('Z-Score')\n    plt.title('Z-Scores vs. Year (Men\\'s)')\n    plt.xticks(index + bar_width, x_labels)\n    plt.legend()\n\n    plt.tight_layout()\n    plt.show()\n\n# plot_weighted_average()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Results"},{"metadata":{},"cell_type":"markdown","source":"Weighted Average Z-Score for Men's 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Finals lowest z-score refers to the z-score of the lower rated team in the finals. It tells us whether or not there was an underdog in the finals game for that year's tournament. In the graph, it is represented in 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"}}},{"metadata":{},"cell_type":"markdown","source":"From our table we can see that the average weighted z-score is quite high for both men and women averaged across the years. This is not surprising since we expect higher rated teams to progress further in most years. However, it is quite striking how much higher the mean weighted average is for women than it is for men. The standard deviation is quite similar for both of them, so it does seem to indicate that there is a difference between the two. A similar trend can be seen for the average lowest z-score in finals. The article “[Why NCAA Men’s Basketball Has More Upsets Than Women’s Basketball](https://thefederalist.com/2017/03/15/ncaa-mens-basketball-upsets-womens-basketball/)” makes similar observations to my analysis.\n\n> Men's March Madness seems to feature more upsets than women's"},{"metadata":{},"cell_type":"markdown","source":"# The Maddest of Them All and the Least"},{"metadata":{},"cell_type":"markdown","source":"We can see that the year 2011 in men's March Madness had the lowest weighted z-score and the lowest z-score appearance in a final's game. The wikipedia page for that year seems to agree with our analysis, as it states that \"[upsets ruled the 2011 tournament](https://en.wikipedia.org/wiki/2011_NCAA_Division_I_Men%27s_Basketball_Tournament)\". \n\nOn the other end, the year 2012 in the women's tournament featured the highest weighted z-score and highest z-score appearance in a final's game. This means that the results were most likely highly predictable with the highest rated teams progressing far into the tournament. The wikipedia page for the 2012 women's tournament states that \"[for only the second time in history, and the first time since 1989, all four of the number one seeds made it to the Final Four](https://en.wikipedia.org/wiki/2012_NCAA_Division_I_Women%27s_Basketball_Tournament),\" confirming our findings. "},{"metadata":{},"cell_type":"markdown","source":"# Closer Look"},{"metadata":{},"cell_type":"markdown","source":"Let's take a closer look at the March Madness games that were played in 2011 in the men's tournament and 2012 for the women's tournament. To dig deeper into our analysis, we can look at the progression of the teams throughout the stages in each respective tournament. In order to do this, I will use a violin plot to highlight the distributions of the teams as the tournament progresses. For this visualization, [D3.js](https://www.d3-graph-gallery.com/graph/violin_jitter.html) was used for its capabilitity of rendering a beautiful violin plot. The data inputted is the same as what was used to plot the weighted z-scores. "},{"metadata":{},"cell_type":"markdown","source":"The individual rating z-scores have colors from blue to red, indicating below average to above average ratings respectively. "},{"metadata":{},"cell_type":"markdown","source":"Men's 2011 tournament z-scores vs. stages"},{"metadata":{},"cell_type":"markdown","source":"![mens_2011.png](attachment:mens_2011.png)","attachments":{"mens_2011.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"For the men's data we see that in stage 1, the 68 teams form a bi-modal distribution with one peak around 0 and another peak around -1.5. This indicates that there are ratings clustered around that region. Immediately after stage 1, we see that the lower peak is almost completely lost, as all but two of the lowest rated teams are eliminated from the tournament. Additionaly, in stages 4 and 5, we see that two relatively low rated teams remaining; one team with a slightly below average team rating and another with a rating almost one standard deviation below the average. It is unusual to observe that these two teams still made it to stage 5 considering 64 of the 68 teams have already been eliminated. Moreover, plenty out of those eliminated had much higher ratings. We can see how incredible this is when we compare it to the 2012 results for the women's tournamnet. "},{"metadata":{},"cell_type":"markdown","source":"Women's 2012 tournament z-scores vs. 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"}}},{"metadata":{},"cell_type":"markdown","source":"We see that the 2012 women's tournament start off similarly to the men's 2011 tournament. A bi-modal distribution with a peak around 0 and another peak around -1 is apparent. Likewise, the lower peak is almost entirely eliminated after stage 1. We can start to see the stark contrast starting at stage 3. The peak around 0 is almost completely lost meaning that teams with average ratings were eliminated. Then, starting at stage 4 only the highest rated teams remain. "},{"metadata":{},"cell_type":"markdown","source":"From our deeper dive into the violin plots, we observe that the triangle shape of the women's 2012 tournament indicates years with no madness where the highest rated teams never seemed to lose. On the contrary, the more flag shaped contour of the men's 2011 tournament suggests upsets and madness, as the highest rated teams get eliminated and seemingly average teams progress deep into the tournament. "},{"metadata":{},"cell_type":"markdown","source":"# Recap"},{"metadata":{},"cell_type":"markdown","source":"In this notebook we can have accomplished two things. "},{"metadata":{},"cell_type":"markdown","source":"1. We were able to devise a metric to quantify the madness using a weighted z-score average of team ratings for every year. A higher weighted average indicates that higher rated teams progressed far into the tournament, crushing any lower rated teams. By contrast, a lower weighted average would incidcate a year of madness as lower rated teams progressed deep into the tournament. We were able to validate our metric using analyses from Wikipedia. "},{"metadata":{},"cell_type":"markdown","source":"2. We took a deeper look into the progression of the individual tournaments using violin plots. Looking at the development during each stage we could see the madness unfolding. We also looked at the shapes as another indicator for madness."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}