{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "### Source of Data\n", "# Jeff Sackmann data at https://www.jeffsackmann.com/" ], "metadata": { "id": "Gxa3PZKrpXdq" } }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "9IOGiq0zVEbE" }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hiBTJctzVEbM", "outputId": "83d8325f-50c5-4d22-9889-e4f10be0b504" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "list" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "# Combine data from years 2000-2019\n", "url = 'https://raw.githubusercontent.com/JeffSackmann/tennis_wta/master/'\n", "df_list = [pd.read_csv(url + 'wta_matches_' + str(year) + '.csv') for year in range(2000,2020)]\n", "\n", "type(df_list)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "gLePVOrOVEbS", "outputId": "39025098-e3cc-4737-e32c-a7fac88792c8" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " week ranking player_id ranking_points tours\n", "0 20000101 1 200001 6074.0 NaN\n", "1 20000103 1 200001 6074.0 NaN\n", "2 20000110 1 200001 6074.0 NaN\n", "3 20000117 1 200001 6003.0 NaN\n", "4 20000124 1 200001 6003.0 NaN\n", "... ... ... ... ... ...\n", "1207230 20141110 1242 223123 3.0 NaN\n", "1207231 20191209 1047 223179 NaN NaN\n", "1207232 20191216 996 223179 NaN NaN\n", "1207233 20191223 948 223179 NaN NaN\n", "1207234 20191230 949 223179 NaN NaN\n", "\n", "[1207235 rows x 5 columns]" ], "text/html": [ "\n", "
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\n", " " ] }, "metadata": {}, "execution_count": 3 } ], "source": [ "# Player rankings from 2000-2019\n", "\n", "rankings_10s = pd.read_csv(url + 'wta_rankings_10s.csv')\n", "rankings_10s.columns = ['week', 'ranking', 'player_id', 'ranking_points', 'tours']\n", "\n", "rankings_00s = pd.read_csv(url + 'wta_rankings_00s.csv')\n", "rankings_00s.columns = ['week', 'ranking', 'player_id', 'ranking_points', 'tours']\n", "\n", "rankings = pd.concat([rankings_00s, rankings_10s])\n", "\n", "rankings.index = range(rankings.shape[0])\n", "\n", "rankings" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SUoFPWMuVEbS", "outputId": "445032f9-b355-4e67-8b04-e701870df050" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 1207235 entries, 0 to 1207234\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 week 1207235 non-null int64 \n", " 1 ranking 1207235 non-null int64 \n", " 2 player_id 1207235 non-null int64 \n", " 3 ranking_points 1207231 non-null float64\n", " 4 tours 618226 non-null float64\n", "dtypes: float64(2), int64(3)\n", "memory usage: 46.1 MB\n" ] } ], "source": [ "rankings.info()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hO8FCwX9VEbT", "outputId": "7caf0892-1d24-4b97-c631-b86183d5f592" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "pandas.core.series.Series" ] }, "metadata": {}, "execution_count": 5 } ], "source": [ "type(rankings['week'])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "bR310QpLVEbT" }, "outputs": [], "source": [ "# Convert ranking dates to datetime\n", "rankings['week'] = pd.to_datetime(rankings['week'], format = '%Y%m%d')" ] }, { "cell_type": "code", "source": [ "player_df = pd.read_csv('https://raw.githubusercontent.com/JeffSackmann/tennis_wta/master/wta_players.csv')\n", "player_df.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "f-ThpbV6thFN", "outputId": "f55a4d28-48e6-4b9f-bfde-899f8335b8c0" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 60027 entries, 0 to 60026\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 player_id 60027 non-null int64 \n", " 1 name_first 56704 non-null object \n", " 2 name_last 60027 non-null object \n", " 3 hand 60024 non-null object \n", " 4 dob 25213 non-null float64\n", " 5 ioc 59034 non-null object \n", " 6 height 1338 non-null float64\n", " 7 wikidata_id 3707 non-null object \n", "dtypes: float64(2), int64(1), object(5)\n", "memory usage: 3.7+ MB\n" ] } ] }, { "cell_type": "code", "source": [ "joined_df = pd.merge(rankings, player_df, on = 'player_id', how = 'left')" ], "metadata": { "id": "3CN6sUHXb_qI" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "source": [ "joined_df.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TsuDMYyjb_hq", "outputId": "2bb6998e-a470-4603-804b-9a31cc2be261" }, "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Int64Index: 1207235 entries, 0 to 1207234\n", "Data columns (total 12 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 week 1207235 non-null datetime64[ns]\n", " 1 ranking 1207235 non-null int64 \n", " 2 player_id 1207235 non-null int64 \n", " 3 ranking_points 1207231 non-null float64 \n", " 4 tours 618226 non-null float64 \n", " 5 name_first 1207235 non-null object \n", " 6 name_last 1207235 non-null object \n", " 7 hand 1207235 non-null object \n", " 8 dob 1207235 non-null float64 \n", " 9 ioc 1207235 non-null object \n", " 10 height 444146 non-null float64 \n", " 11 wikidata_id 706520 non-null object \n", "dtypes: datetime64[ns](1), float64(4), int64(2), object(5)\n", "memory usage: 119.7+ MB\n" ] } ] }, { "cell_type": "code", "source": [ "joined_df.head(100)" ], "metadata": { "id": "PlLyoO7xb_e1", "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "outputId": "cce28579-db64-407b-8bcb-c7391ac90d32" }, "execution_count": 11, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " week ranking player_id ranking_points tours name_first name_last \\\n", "0 2000-01-01 1 200001 6074.0 NaN Martina Hingis \n", "1 2000-01-03 1 200001 6074.0 NaN Martina Hingis \n", "2 2000-01-10 1 200001 6074.0 NaN Martina Hingis \n", "3 2000-01-17 1 200001 6003.0 NaN Martina Hingis \n", "4 2000-01-24 1 200001 6003.0 NaN Martina Hingis \n", ".. ... ... ... ... ... ... ... \n", "95 2001-10-22 2 200001 4842.0 NaN Martina Hingis \n", "96 2001-10-29 3 200001 4586.0 NaN Martina Hingis \n", "97 2001-11-05 4 200001 3944.0 NaN Martina Hingis \n", "98 2001-11-12 4 200001 3944.0 NaN Martina Hingis \n", "99 2001-11-19 4 200001 3944.0 NaN Martina Hingis \n", "\n", " hand dob ioc height wikidata_id \n", "0 R 19800930.0 SUI 170.0 Q134720 \n", "1 R 19800930.0 SUI 170.0 Q134720 \n", "2 R 19800930.0 SUI 170.0 Q134720 \n", "3 R 19800930.0 SUI 170.0 Q134720 \n", "4 R 19800930.0 SUI 170.0 Q134720 \n", ".. ... ... ... ... ... \n", "95 R 19800930.0 SUI 170.0 Q134720 \n", "96 R 19800930.0 SUI 170.0 Q134720 \n", "97 R 19800930.0 SUI 170.0 Q134720 \n", "98 R 19800930.0 SUI 170.0 Q134720 \n", "99 R 19800930.0 SUI 170.0 Q134720 \n", "\n", "[100 rows x 12 columns]" ], "text/html": [ "\n", "
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rankingname_lastname_firstplayer_id
01AzarenkaVictoria52
11BartyAshleigh22
21CapriatiJennifer17
31ClijstersKim20
41DavenportLindsay79
51HalepSimona52
61HeninJustine118
71HingisMartina88
81IvanovicAna12
91JankovicJelena19
101KerberAngelique32
111MauresmoAmelie39
121MuguruzaGarbine4
131OsakaNaomi21
141PliskovaKarolina7
151SafinaDinara26
161SharapovaMaria21
171WilliamsSerena318
181WilliamsVenus11
191WozniackiCaroline73
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\n", " " ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "checktosee['full_name'] = checktosee['name_first'] + ' ' + checktosee['name_last']" ], "metadata": { "id": "fsPmBUMSVUcv" }, "execution_count": 19, "outputs": [] }, { "cell_type": "code", "source": [ "checktosee2 = checktosee.sort_values(by=\"player_id\", ascending=False )" ], "metadata": { "id": "_3aNzPCsVKFZ" }, "execution_count": 20, "outputs": [] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ], "metadata": { "id": "1frpwunVVLYQ" }, "execution_count": 21, "outputs": [] }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "T_HJ6UC0owBb", "outputId": "4a891315-dfa9-499b-d528-0e11fa8aff55" }, "execution_count": 23, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", "plt.bar(checktosee2[\"full_name\"], checktosee2[\"player_id\"], color ='blue',\n", " width = 0.8)\n", "plt.title(\"WTA the 1st Ranked Players\", size = 25)\n", "plt.ylabel(\"# of Weeks as the 1st Ranked\", size=15)\n", "plt.xlabel(\"Players\", size=15) \n", "plt.xticks(rotation = 82, size=20)\n", "plt.tight_layout()\n", "\n", "#ax.set_ylabel(player_id\"])\n", "\n", "plt.show()\n", "fig.savefig('/content/drive/My Drive/Colab Notebooks/tennis/Tennis_Predicting-master/womenfirst.png', dpi=500, bbox_inches='tight')\n" ], "metadata": { "id": "5fECX41qyZU1", "colab": { "base_uri": "https://localhost:8080/", "height": 445 }, "outputId": "8301de84-9ef1-48db-cdfc-0bcb5c5de4f1" }, "execution_count": 32, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "fig, ax = plt.subplots(figsize=(10,6))\n", "sns.set_style('whitegrid')\n", "#sns.set_palette()\n", "plt.title(\"WTA the 1st Ranked Players\", size = 25)\n", "plt.ylabel(\"# of Weeks as the 1st Ranked\", size=15)\n", "plt.xlabel(\"Players\", size=15) \n", "plt.xticks(rotation = 82, size=20)\n", "plt.tight_layout()\n", "\n", "ax=sns.barplot(x='full_name', y='player_id', data=checktosee2)\n", "ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n", "ax.set(xlabel='Players', ylabel='# of Weeks Ranked the 1st')\n", "\n", "\n", "plt.show()\n", "fig.savefig('/content/drive/My Drive/Colab Notebooks/tennis/Tennis_Predicting-master/womenfirst_sns.png', dpi=500, bbox_inches='tight')\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "outputId": "8ab7633b-e486-4cd0-90ae-5cec6970cd64", "id": "3GNkdciyFrX4" }, "execution_count": 33, "outputs": [ { "output_type": 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