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@sshh12
Created March 22, 2018 00:38
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Messing w/CS UIL Data
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{
"cells": [
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import requests\n",
"import re\n",
"\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"\n",
"re_people = re.compile(\"<tr >[\\s\\S]+?>([\\w, ()]+?)<\\/td>[\\s\\S]+?>([A-Za-z, ]{3,}?)<\\/td>[\\s\\S]+?style=\\\"text-align:right;\\\" nowrap=\\\"nowrap\\\">([\\w, \\-]+?)<\\/td>[\\s\\S]+?style=\\\"text-align:right;\\\" nowrap=\\\"nowrap\\\">([\\w, ]+?)<\\/td>\")\n",
"\n",
"def get_uil_data(year, conf, event_abbr, district):\n",
" \n",
" people = []\n",
"\n",
" url = \"http://utdirect.utexas.edu/uil/vlcp_pub_arch.WBX?s_year={}&s_conference={}&s_level_id=D&s_level_nbr={}&s_event_abbr={}&s_submit_sw=X&s_year={}&s_conference=&s_level_id={}&s_level_nbr=&s_gender=&s_round=&s_dept=C&s_area_zone=\".format(year, conf, district, event_abbr, year, district)\n",
" \n",
" raw_html = requests.get(url).text\n",
" \n",
" last = 999\n",
" \n",
" for re_person in re_people.finditer(raw_html):\n",
" \n",
" groups = [re_person.group(1).strip(), \n",
" re_person.group(2).strip(), \n",
" re_person.group(3).strip(), \n",
" re_person.group(4).strip()]\n",
" \n",
" if int(groups[2]) > last: # ignore weird\n",
" break\n",
" else:\n",
" last = int(groups[2])\n",
" \n",
" people.append(groups) \n",
" \n",
" return people\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"\n",
"rows = []\n",
"\n",
"for year in [2015, 2016, 2017]:\n",
"\n",
" for conf in [\"3A\", \"4A\", \"5A\", \"6A\"]:\n",
"\n",
" for district in range(1, 33):\n",
"\n",
" for (name, school, score, rank) in get_uil_data(year, conf, \"CSC\", district):\n",
"\n",
" rows.append({'year': year,\n",
" 'conf': conf,\n",
" 'district': district, \n",
" 'name': name, \n",
" 'school': school, \n",
" 'score': int(score), \n",
" 'rank': int(rank)})\n",
" \n",
"df_people = pd.DataFrame(rows)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>conf</th>\n",
" <th>district</th>\n",
" <th>name</th>\n",
" <th>rank</th>\n",
" <th>school</th>\n",
" <th>score</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3A</td>\n",
" <td>1</td>\n",
" <td>HUNT, TYLER</td>\n",
" <td>2</td>\n",
" <td>HALL, ASHTON</td>\n",
" <td>34</td>\n",
" <td>2015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3A</td>\n",
" <td>1</td>\n",
" <td>FORTUNA, LUKE</td>\n",
" <td>4</td>\n",
" <td>BARTER, LOGAN</td>\n",
" <td>6</td>\n",
" <td>2015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3A</td>\n",
" <td>2</td>\n",
" <td>Pacheco, William</td>\n",
" <td>1</td>\n",
" <td>Muleshoe H S, Muleshoe</td>\n",
" <td>44</td>\n",
" <td>2015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3A</td>\n",
" <td>2</td>\n",
" <td>Auffert, Sam</td>\n",
" <td>2</td>\n",
" <td>Muleshoe H S, Muleshoe</td>\n",
" <td>40</td>\n",
" <td>2015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3A</td>\n",
" <td>2</td>\n",
" <td>Lucatero, Jonathan</td>\n",
" <td>3</td>\n",
" <td>Friona H S, Friona</td>\n",
" <td>40</td>\n",
" <td>2015</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" conf district name rank school score \\\n",
"0 3A 1 HUNT, TYLER 2 HALL, ASHTON 34 \n",
"1 3A 1 FORTUNA, LUKE 4 BARTER, LOGAN 6 \n",
"2 3A 2 Pacheco, William 1 Muleshoe H S, Muleshoe 44 \n",
"3 3A 2 Auffert, Sam 2 Muleshoe H S, Muleshoe 40 \n",
"4 3A 2 Lucatero, Jonathan 3 Friona H S, Friona 40 \n",
"\n",
" year \n",
"0 2015 \n",
"1 2015 \n",
"2 2015 \n",
"3 2015 \n",
"4 2015 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_2017 = df_people.loc[df_people['year'] == 2017]\n",
"df_20176A = df_people.loc[(df_people['year'] == 2017) & (df_people['conf'] == '6A')]\n",
" \n",
"df_people.head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WAzeE728AHu9H3SIi6ZapxyuSfRX4XXc79HiFiIiISP/1GWjDnoVlwBPANuBhd99qZkvN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\nAyDgP0AfxY3lAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25553d5b278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, axes = plt.subplots(1, 3, figsize=(16, 6), sharex=True)\n",
"\n",
"_ = sns.distplot(df_people.loc[df_people['year'] == 2015][\"score\"], color=\"r\", ax=axes[0]).set_title('2015')\n",
"_ = sns.distplot(df_people.loc[df_people['year'] == 2016][\"score\"], color=\"g\", ax=axes[1]).set_title('2016')\n",
"_ = sns.distplot(df_people.loc[df_people['year'] == 2017][\"score\"], color=\"b\", ax=axes[2]).set_title('2017')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gy5bsxyQiIiIikaS5tZJNqshGWVmZf62byAL07g07d2Y3HhERERERkTRQIhtlZWXQrp0f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\nOQp+k1qpngAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2555397e1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, axes = plt.subplots(1, 3, figsize=(16, 6), sharex=True)\n",
"\n",
"_ = sns.distplot(df_2017.loc[df_2017['conf'] == '4A'][\"score\"], color=\"r\", ax=axes[0]).set_title('4A (2017)')\n",
"_ = sns.distplot(df_2017.loc[df_2017['conf'] == '5A'][\"score\"], color=\"g\", ax=axes[1]).set_title('5A (2017)')\n",
"_ = sns.distplot(df_2017.loc[df_2017['conf'] == '6A'][\"score\"], color=\"b\", ax=axes[2]).set_title('6A (2017)')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"90.4322033898305\n"
]
},
{
"data": {
"image/png": 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ZEjMbm9CoRURqUYusiIiIiFyqFkAXYAIwFnjazAYErbp/o6XGRCRR1CIrIiIikj2SNUN7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\niEhC+f/ex10dBzbuKwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25553861630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, axes = plt.subplots(1, 3, figsize=(16, 6), sharex=True)\n",
"\n",
"_ = sns.distplot(df_20176A.loc[df_20176A['district'] == 7][\"score\"], color=\"r\", ax=axes[0]).set_title('District 7 (6A 2017)')\n",
"_ = sns.distplot(df_20176A.loc[df_20176A['district'] == 12][\"score\"], color=\"g\", ax=axes[1]).set_title('District 12 (6A 2017)')\n",
"_ = sns.distplot(df_20176A.loc[df_20176A['district'] == 17][\"score\"], color=\"b\", ax=axes[2]).set_title('District 17 (6A 2017)')\n",
"\n",
"print(df_20176A[\"score\"].mean())"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JKLkuCUJYcv2xGaBCQkaNgyerHJ/XrstxeVrNDmu2b27J/S1l42PLjSxdurSv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x8fH59548/OOkOpZLy/VL2YBzsn6Zt0WRwzuHldjItavNkzu/q38+T+7zGc7KU+2kKHaEIdeA7X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\n5Nr/A2x/eK7Bf5FmAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x25553fd2b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = sns.lmplot(x=\"score\", y=\"rank\", data=df_20176A, hue=\"district\", ci=False, fit_reg=False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:tf-gpu]",
"language": "python",
"name": "conda-env-tf-gpu-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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