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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Quick look at NY Phil concert program data\n",
"\n",
"Eamonn Bell, Columbia University `<epb2125@columbia.edu>`\n",
"\n",
"---\n",
"\n",
"\n",
"Work in progress. Some interesting questions worth asking are bolded if there's anything in the notebook that moves towards a solution.\n",
"\n",
"- What composers tend to get programmed together?\n",
"- **Where did the orchestra play?**\n",
"- **What does 'composer discovery' look like?** Can we spot faddish composers by the shape of their performance frequency?\n",
"- **Who played with whom over the course of the existence of the orchestra?** The social network of performers.\n",
"- What are the significant differences between tour and subscription concert programs in general?\n",
"- What conductors prefer which works?\n",
"- What are the genres of the most-programmed works?\n",
"- What time do concerts tend to start at?\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Acknowledgements\n",
"\n",
"Thanks to https://github.com/bmcfee for the parsing code. The dataset this notebook is based on was released under CC0 1.0 Universal."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import lxml\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import numpy as np\n",
"import folium\n",
"import collections\n",
"import glob\n",
"\n",
"from pprint import pprint\n",
"from IPython.display import HTML, Image\n",
"from lxml import etree, objectify"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cloning into 'PerformanceHistory'...\n",
"remote: Counting objects: 350, done.\u001b[K\n",
"remote: Total 350 (delta 0), reused 0 (delta 0), pack-reused 350\u001b[K\n",
"Receiving objects: 100% (350/350), 12.53 MiB | 7.66 MiB/s, done.\n",
"Resolving deltas: 100% (253/253), done.\n",
"Checking connectivity... done.\n"
]
}
],
"source": [
"!git clone https://github.com/nyphilarchive/PerformanceHistory.git"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Author: https://github.com/bmcfee/nycphil (Brian McFee)\n",
"\n",
"def parse_programs(programs):\n",
" \n",
" return [parse_program(x) for x in programs]\n",
"\n",
"def parse_program(program):\n",
" \n",
" dispatch = dict(concertInfo=parse_concertInfo,\n",
" worksInfo=parse_worksInfo)\n",
" data = dict()\n",
" \n",
" for child in program.getchildren():\n",
" if child.tag in dispatch:\n",
" data[child.tag] = dispatch[child.tag](child)\n",
" else:\n",
" data[child.tag] = child.text\n",
" \n",
" return data\n",
" \n",
"def parse_concertInfo(concertInfo):\n",
" data = dict()\n",
" \n",
" for child in concertInfo.getchildren():\n",
" data[child.tag] = child.text\n",
" \n",
" return data\n",
"\n",
"def parse_worksInfo(worksInfo):\n",
" \n",
" data = list()\n",
" \n",
" for child in worksInfo.getchildren():\n",
" data.append(parse_work(child))\n",
" \n",
" return data\n",
"\n",
"def parse_work(work):\n",
" \n",
" dispatch = dict(soloists=parse_soloists)\n",
" data = dict()\n",
" \n",
" for child in work.getchildren():\n",
" if child.tag in dispatch:\n",
" data[child.tag] = dispatch[child.tag](child)\n",
" else:\n",
" data[child.tag] = child.text\n",
" \n",
" return data\n",
"\n",
"def parse_soloists(soloists):\n",
" data = list()\n",
" for child in soloists.getchildren():\n",
" data.append(parse_soloist(child))\n",
" return data\n",
"\n",
"def parse_soloist(soloist):\n",
" data = dict()\n",
" \n",
" for child in soloist.getchildren():\n",
" data[child.tag] = child.text\n",
" \n",
" return data\n",
"\n",
"def flatten(d):\n",
" \n",
" works = d.pop('worksInfo', [])\n",
" concertInfo = d.pop('concertInfo', [])\n",
" \n",
" out = []\n",
" for w in works:\n",
" out.append(concertInfo.copy())\n",
" \n",
" # Added this to get soloist's names in. Dirty.\n",
" \n",
" soloists = w.get('soloists', None)\n",
" \n",
" if soloists is not None:\n",
" soloists_names = [s.get('soloistName') for s in soloists if s.get('soloistName') is not None]\n",
" soloists_tsv = \"\\t\".join(soloists_names)\n",
" out[-1].update({'soloists_tsv' : soloists_tsv})\n",
" \n",
" w.pop('soloists', [])\n",
" out[-1].update(d)\n",
" out[-1].update(w)\n",
" \n",
" return out\n",
"\n",
"def load_programs():\n",
" # We need this to handle badly formatted &'s in strings\n",
" parser = etree.XMLParser(recover=True)\n",
"\n",
" fd = []\n",
" globbed = sorted(glob.glob('./PerformanceHistory/Programs/*.xml'))\n",
" \n",
" for xmlfile in globbed:\n",
" obj = objectify.parse(xmlfile, parser=parser)\n",
" dix = parse_programs(obj.getroot())\n",
" for _ in dix:\n",
" if _['programID'] == '11451':\n",
" print _['programID']\n",
" fd.extend(flatten(_))\n",
" df = pd.DataFrame.from_records(fd)\n",
" df['oldDate'] = df['Date']\n",
" df['Date'] = pd.to_datetime(df['Date'])\n",
" del df['worksInfo']\n",
" del df['work']\n",
" del df['concertInfo']\n",
"\n",
" return df"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = load_programs()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Location</th>\n",
" <th>Time</th>\n",
" <th>Venue</th>\n",
" <th>composerName</th>\n",
" <th>conductorName</th>\n",
" <th>eventType</th>\n",
" <th>id</th>\n",
" <th>interval</th>\n",
" <th>orchestra</th>\n",
" <th>program</th>\n",
" <th>programID</th>\n",
" <th>season</th>\n",
" <th>soloists_tsv</th>\n",
" <th>workTitle</th>\n",
" <th>oldDate</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1842-12-07 05:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:00PM</td>\n",
" <td>Apollo Rooms</td>\n",
" <td>Beethoven, Ludwig van</td>\n",
" <td>Hill, Ureli Corelli</td>\n",
" <td>Subscription Season</td>\n",
" <td>38e072a7-8fc9-4f9a-8eac-3957905c0002</td>\n",
" <td>NaN</td>\n",
" <td>New York Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>3853</td>\n",
" <td>1842-43</td>\n",
" <td>NaN</td>\n",
" <td>SYMPHONY NO. 5 IN C MINOR, OP.67</td>\n",
" <td>1842-12-07T05:00:00Z</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1842-12-07 05:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:00PM</td>\n",
" <td>Apollo Rooms</td>\n",
" <td>Weber, Carl Maria Von</td>\n",
" <td>Timm, Henry C.</td>\n",
" <td>Subscription Season</td>\n",
" <td>38e072a7-8fc9-4f9a-8eac-3957905c0002</td>\n",
" <td>NaN</td>\n",
" <td>New York Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>3853</td>\n",
" <td>1842-43</td>\n",
" <td>Otto, Antoinette</td>\n",
" <td>OBERON</td>\n",
" <td>1842-12-07T05:00:00Z</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1842-12-07 05:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:00PM</td>\n",
" <td>Apollo Rooms</td>\n",
" <td>Hummel, Johann</td>\n",
" <td>NaN</td>\n",
" <td>Subscription Season</td>\n",
" <td>38e072a7-8fc9-4f9a-8eac-3957905c0002</td>\n",
" <td>NaN</td>\n",
" <td>New York Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>3853</td>\n",
" <td>1842-43</td>\n",
" <td>Scharfenberg, William\\tHill, Ureli Corelli\\tDe...</td>\n",
" <td>QUINTET, PIANO, D MINOR, OP. 74</td>\n",
" <td>1842-12-07T05:00:00Z</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1842-12-07 05:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:00PM</td>\n",
" <td>Apollo Rooms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Subscription Season</td>\n",
" <td>38e072a7-8fc9-4f9a-8eac-3957905c0002</td>\n",
" <td>Intermission</td>\n",
" <td>New York Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>3853</td>\n",
" <td>1842-43</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1842-12-07T05:00:00Z</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1842-12-07 05:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:00PM</td>\n",
" <td>Apollo Rooms</td>\n",
" <td>Weber, Carl Maria Von</td>\n",
" <td>Etienne, Denis G.</td>\n",
" <td>Subscription Season</td>\n",
" <td>38e072a7-8fc9-4f9a-8eac-3957905c0002</td>\n",
" <td>NaN</td>\n",
" <td>New York Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>3853</td>\n",
" <td>1842-43</td>\n",
" <td>NaN</td>\n",
" <td>OBERON</td>\n",
" <td>1842-12-07T05:00:00Z</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Location Time Venue \\\n",
"0 1842-12-07 05:00:00 Manhattan, NY 8:00PM Apollo Rooms \n",
"1 1842-12-07 05:00:00 Manhattan, NY 8:00PM Apollo Rooms \n",
"2 1842-12-07 05:00:00 Manhattan, NY 8:00PM Apollo Rooms \n",
"3 1842-12-07 05:00:00 Manhattan, NY 8:00PM Apollo Rooms \n",
"4 1842-12-07 05:00:00 Manhattan, NY 8:00PM Apollo Rooms \n",
"\n",
" composerName conductorName eventType \\\n",
"0 Beethoven, Ludwig van Hill, Ureli Corelli Subscription Season \n",
"1 Weber, Carl Maria Von Timm, Henry C. Subscription Season \n",
"2 Hummel, Johann NaN Subscription Season \n",
"3 NaN NaN Subscription Season \n",
"4 Weber, Carl Maria Von Etienne, Denis G. Subscription Season \n",
"\n",
" id interval orchestra \\\n",
"0 38e072a7-8fc9-4f9a-8eac-3957905c0002 NaN New York Philharmonic \n",
"1 38e072a7-8fc9-4f9a-8eac-3957905c0002 NaN New York Philharmonic \n",
"2 38e072a7-8fc9-4f9a-8eac-3957905c0002 NaN New York Philharmonic \n",
"3 38e072a7-8fc9-4f9a-8eac-3957905c0002 Intermission New York Philharmonic \n",
"4 38e072a7-8fc9-4f9a-8eac-3957905c0002 NaN New York Philharmonic \n",
"\n",
" program programID season \\\n",
"0 NaN 3853 1842-43 \n",
"1 NaN 3853 1842-43 \n",
"2 NaN 3853 1842-43 \n",
"3 NaN 3853 1842-43 \n",
"4 NaN 3853 1842-43 \n",
"\n",
" soloists_tsv \\\n",
"0 NaN \n",
"1 Otto, Antoinette \n",
"2 Scharfenberg, William\\tHill, Ureli Corelli\\tDe... \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" workTitle oldDate \n",
"0 SYMPHONY NO. 5 IN C MINOR, OP.67 1842-12-07T05:00:00Z \n",
"1 OBERON 1842-12-07T05:00:00Z \n",
"2 QUINTET, PIANO, D MINOR, OP. 74 1842-12-07T05:00:00Z \n",
"3 NaN 1842-12-07T05:00:00Z \n",
"4 OBERON 1842-12-07T05:00:00Z "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Number of works performed by composers over time"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Get, e.g., top 5 composers by performances of all time\n",
"\n",
"sample_list = list(df.composerName.value_counts()[1:5].index)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"sample = df[df.composerName.isin(sample_list)]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"all_works = df.groupby(df['Date'].map(lambda x:x.year)).count()\n",
"yearly_counts = pd.Series(all_works['id'], index=all_works.index)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 157.000000\n",
"mean 558.694268\n",
"std 567.675746\n",
"min 18.000000\n",
"25% 130.000000\n",
"50% 430.000000\n",
"75% 646.000000\n",
"max 2484.000000\n",
"Name: id, dtype: float64"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yearly_counts.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Raw counts"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x110fd0350>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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diqdPn/7f6erqaqqrq5toolEoUkW+ucnXYhf5fHvyqSIfR7imqkr9A61fD/36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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109a56c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"yearly_counts.plot()\n",
"plt.title('# works performed in the NY Phil Program Archives')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes.AxesSubplot at 0x110f0bb50>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5TMePt7nuwaCVZu66y1YSLMVwh8iKkiLFQgEvgJVWPvoo8Rzu5cvh3HMtqB3H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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d303e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_programs = df.groupby(df['Date'].map(lambda x:x.year)).programID.nunique()\n",
"all_programs.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What's the deal with 1956? There's a bunch of phoney data somewhere. That peak of 900 or so should be distributed over the decade.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes.AxesSubplot at 0x110e5dad0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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wARYvdh2JSPopIcSQWgh1y8+HOXMsMezd6zoakfRSQogh9SHUr39/OPNMmDHDdSQi6aWE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\nNJFFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110e5dfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_programs.ix[1950:1970].plot()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df.Year = df.Date.map(lambda x:x.year)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Date datetime64[ns]\n",
"Location object\n",
"Time object\n",
"Venue object\n",
"composerName object\n",
"conductorName object\n",
"eventType object\n",
"id object\n",
"interval object\n",
"orchestra object\n",
"program object\n",
"programID object\n",
"season object\n",
"soloists_tsv object\n",
"workTitle object\n",
"oldDate object\n",
"dtype: object"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"True 87715\n",
"dtype: int64"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# See if the issue is with the datetime parsing from before. Seems like it's not.\n",
"\n",
"df['Sanity'] = (df.Date.map(lambda x:str(x)) == df.oldDate.map(lambda x:str(x).replace('Z', '').replace('T', ' ')))\n",
"df.Sanity.value_counts()\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"del df['Sanity']"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Now, check if the application of x.year is OK\n",
"# First do a kludgy year parse on the string rep of the datetime, i.e. oldDate\n",
"\n",
"oldDate_example = '1842-12-07T05:00:00Z'\n",
"\n",
"def year_from_oldDate(oldDate):\n",
" return int(oldDate.split('-')[0])\n",
"\n",
"assert year_from_oldDate('1842-12-07T05:00:00Z') == 1842"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df['oldYear'] = df['oldDate'].map(year_from_oldDate)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes.AxesSubplot at 0x110519bd0>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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xTMeMsbnuwaCVZu6/31YSLMVwh8iKkiLFQgEvgJVWPvww8Rzu5cvhoossqB3H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\nIiIiIiJ+9v8BaLNS5UGFfsYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110ceed50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Same spike! \n",
"\n",
"all_programs = df.groupby(df['oldYear']).programID.nunique()\n",
"all_programs.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Here's one I know is messed up. See the season field."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Location</th>\n",
" <th>Time</th>\n",
" <th>Venue</th>\n",
" <th>composerName</th>\n",
" <th>conductorName</th>\n",
" <th>eventType</th>\n",
" <th>id</th>\n",
" <th>interval</th>\n",
" <th>orchestra</th>\n",
" <th>program</th>\n",
" <th>programID</th>\n",
" <th>season</th>\n",
" <th>soloists_tsv</th>\n",
" <th>workTitle</th>\n",
" <th>oldDate</th>\n",
" <th>oldYear</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>40633</th>\n",
" <td>1956-07-12 04:00:00</td>\n",
" <td>Manhattan, NY</td>\n",
" <td>8:30PM</td>\n",
" <td>Lewisohn Stadium</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Stadium Concert</td>\n",
" <td>c7f0aeae-8de8-4f42-a040-f5a7e624311b</td>\n",
" <td>NaN</td>\n",
" <td>Stadium-NY Philharmonic</td>\n",
" <td>NaN</td>\n",
" <td>11451</td>\n",
" <td>1962-63</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1956-07-12T04:00:00Z</td>\n",
" <td>1956</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Location Time Venue \\\n",
"40633 1956-07-12 04:00:00 Manhattan, NY 8:30PM Lewisohn Stadium \n",
"\n",
" composerName conductorName eventType \\\n",
"40633 NaN NaN Stadium Concert \n",
"\n",
" id interval orchestra \\\n",
"40633 c7f0aeae-8de8-4f42-a040-f5a7e624311b NaN Stadium-NY Philharmonic \n",
"\n",
" program programID season soloists_tsv workTitle oldDate \\\n",
"40633 NaN 11451 1962-63 NaN NaN 1956-07-12T04:00:00Z \n",
"\n",
" oldYear \n",
"40633 1956 "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[df.programID == '11451']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's the salient part of the original .xml. I've no idea what the hell is going on."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" </work>\r\n",
" <work>\r\n",
" <composerName>Falla, Manuel de</composerName>\r\n",
" <workTitle>THREE-CORNERED HAT (EL SOMBRERO DE TRES PICOS), SUITE NO. 2</workTitle>\r\n",
" <conductorName>Rudel, Julius</conductorName>\r\n",
" </work>\r\n",
" </worksInfo>\r\n",
" </program>\r\n",
" <program>\r\n",
" <id>c7f0aeae-8de8-4f42-a040-f5a7e624311b</id>\r\n",
" <programID>11451</programID>\r\n",
" <orchestra>Stadium-NY Philharmonic</orchestra>\r\n",
" <season>1962-63</season>\r\n",
" <concertInfo>\r\n",
" <eventType>Stadium Concert</eventType>\r\n",
" <Location>Manhattan, NY</Location>\r\n",
" <Venue>Lewisohn Stadium</Venue>\r\n",
" <Date>1963-07-25T04:00:00Z</Date>\r\n",
" <Time>8:30PM</Time>\r\n",
" </concertInfo>\r\n",
" <worksInfo>\r\n"
]
}
],
"source": [
"!cat './PerformanceHistory/Programs/1955-56_TO_1962-63.xml' | grep -C 10 '11451'"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10bf6b390>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7iIiIIC0tjenTpzeqKMmiRYsYO3YsRqORyZMnM2zYMPLy8rxKbD722GNER0fT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SYFLmJt1xP0Nu3DEs0ciAnG41haWyEvD4vBgFlRUAoL4emnxcfW2SkCJzrAjwLleXnkWLzkWA3Z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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10bd7a850>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for composer in sample_list:\n",
" one_composer = df[df.composerName == composer]\n",
" aggregate = one_composer.groupby(one_composer['Date'].map(lambda x:x.year)).count()\n",
" composer_counts = pd.Series(aggregate['id'], index=aggregate.index, name=composer)\n",
" composer_counts.plot(legend=True, label=composer, alpha=0.7)\n",
"\n",
"plt.ylabel('Number of works performed that year')\n",
"plt.xlabel('Year of performance')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### As a proportion of all works played that year"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x109fcbad0>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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W/OfNm6cdSwghrr32WruMn//+97+FwWDQxN+RUaNGiddff10IoYh/RESE3bYp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4AAAg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\n3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4/Vhr+tk7VrwXbOcbp8QJRClpppMZgZ0umSBzqYTAn9cAvthXQGw0jDTga7h8GSaGyd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\nOV32lnWa5QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ad0f050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for name in sample_list:\n",
" one_composer = df[df.composerName == name]\n",
" aggregate = one_composer.groupby(one_composer['Date'].map(lambda x:x.year)).count()\n",
" composer_counts = pd.Series(aggregate['id'], index=aggregate.index, name=name)\n",
" composer_counts_prop = composer_counts.divide(yearly_counts) * 100\n",
" composer_counts_prop.plot(legend=True, label=name)\n",
"\n",
"plt.ylabel('% of works performed that year')\n",
"plt.xlabel('Year of performance')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Discovery of new composers"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Rubinstein, Anton 162\n",
"Ives, Charles 157\n",
"Goldmark, Karl 156\n",
"Dukas, Paul 154\n",
"Respighi, Ottorino 145\n",
"Massenet, Jules 142\n",
"Barber, Samuel 142\n",
"Hadley, Henry Kimball 141\n",
"Borodin, Alexander 137\n",
"Chabrier, Emmanuel 130\n",
"dtype: int64"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.composerName.value_counts()[50:60]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Who on earth is `Hadley, Henry Kimball`"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def composer_counts_by_name(name):\n",
" composer = df[df.composerName == name]\n",
" aggregate = composer.groupby(composer['Date'].map(lambda x:x.year)).count()\n",
" annual_composer_counts = pd.Series(aggregate['id'], index=aggregate.index, name=name)\n",
" return annual_composer_counts\n",
" \n",
"def plot_composer_by_name(name):\n",
" composer_counts_by_name(name).plot(legend=True, label=name)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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KSgq9evVi7Nix3HLLLdxxxx0AXHbZZUyfPp1zzz2XCy+8kMmTJ7tdSLzrrru48sorGTJk\nCBdccAFTp051GHvo0CHGjBnjse32144ePdoWlrDP/c7KymL58uU899xzdOrUiWeffZbly5fbdkl3\nngfg/vvvZ8mSJWRmZvLAAw+QmZnp1RzByj1vi2A+m7RXDQAvffUSpeWlzL1aLXC4ZsE13DnsTq7p\nd02YLRPskfaqnjN06FDWrFlDRkZG+4PPYkLdXlUIAa5i2OJhC5HMpk2bwm1CxCIhEZ3jKoYti46C\nEJ2IYOsc+059IDFsQYhmRLB1jnNIRJo/CUL04o9gP4i6e3op8A6QEBCLBAckS0QQBA1fBbsr8Avg\nfGAwEAPMCJRRQgv2rVVBYtiCEM34kyUSCyQDzdaf3tewCu0ipemRQUZGRkS26xTChy9pjb4K9hHg\nOeAgYAY+Af7r41yCGxRFcV2aLjFs3WHfq1kQgoWvgp0BXAPkA6eAd4FbgPn2g4qLi233i4qKKCoq\n8vHpohNzkxmApLgk2zHxsAXh7KKkpISSkhKPxvr6He5G4ErgTuvjW4GRwD12Y6TS0U+OVB/hwlcu\n5OivWrqFPbHuCeoa63hifOt+CoIgRD5tVTr6uuh4AFWgk6wTXwZs93EuwQ3O4RAQD1sQohlfBftL\nYAnwLbDVeuyfAbFIsOFKsKU0XRCiF3+yRIqtNyFIOJelgxTOCEI0I5WOOsa5LB2kcEYQohkRbB1j\nMpvITGwdwxYPWxCiExFsHSMxbEEQ7BHB1jFV5irXMWwpTReEqEQEW8eYzrjwsCWGLQhRiwi2jnGX\nhy0xbEGITkSwdYxzpz6QwhlBiGZEsHWMc6c+sDZ/khi2IEQlItg6RkrTBUGwRwRbpzRZmqhpqKFj\nYkeH43FGaa8qCNGKCLZOOXnmJGkJaRgNjm+ReNiCEL2IYOsUV/FrkMIZQYhmRLB1iqv4NUjhjCBE\nMyLYOsVVpz6QwhlBiGZEsHWKq059IIUzghDNiGDrFFed+kBi2IIQzfgq2P2ATXa3U8B9gTJKkBi2\nIAit8XXHmV3AUOt9I3AE+HdALBIAVbB7dOzR6rjEsAUheglESOQyYC9wKABzCVbcxbDjYtTCGdmR\nXhCij0AI9gzgnQDMI9hhMpvYtTmTRqfoh9FgJNYYS5OlKTyGCYIQNvzZhBcgHpgMPOzqZHFxse1+\nUVERRUVFfj5d9GAym3jl75ncNgIGDHA8p5Wnx8XEhcc4QRACRklJCSUlJR6NNfj5XNcC/wdMcHFO\nka/tvjPwxYEcfO5dVi8YxIgRjufSn0pn/wP7SU9MD49xgiAEDYPBAG602d+QyE3AAj/nEFxgMpsw\nmzI5dar1OWmxKgjRiT+CnYK64PhegGwRrCiKgslswlKb4VKwpQGUIEQn/sSwa4FOgTJEaKG2sZZY\nYyyNTYmuPWxJ7ROEqEQqHXVIlbmKjvFqSp87D1vK0wUh+hDB1iEms4m0OFWwq6tbn5fydEGITkSw\ndYjJbCI1ph0PWxYdBSHqEMHWIVVnqkg2qq1VJYYtCIKGCLYOMZlNJCMxbEEQHBHB1iEms4kEJZMO\nHVzHsCWtTxCiExFsHWIym4hvzqRLFzchESmcEYSoRARbh1SZq4htzKBrV/chEfGwBSH6EMHWIaYz\nJmIa2vCwrc2fBEGILkSwdYjJbMJYrwq2xLAFQdAQwdYhVeYqMGfQqRM0NUGDkzZLDFsQohMRbB1i\nMpuw1GWSkgJpaa3DIvFG8bAFIRoRwdYhJrOJ5hpVsDt2bC3YUpouCNGJCLbOaGxupK6xjobTaW4F\nWwpnBCE6EcHWGSfPnCQ9MZ26WoNNsJ0XHqU0XRCiE38EOx1YAuwAtgMjA2JRlGMym8hMyqS2Fvcx\nbGn+JAhRiT8bGPwNWAncYJ0nJSAWRTnOgi0xbEEQNHz1sDsCY4HXrI+bABclHoK3mMwmMpIy2hRs\niWELQnTiq2AXAJXA68C3wCtAcqCMimaqzlS18rCdY9hSOCMI0Ymvgh0LDANesv6sBX4bKKOiGZPZ\nRGaiKtipqW5CIkYpnBGEaMTXGPZh6+0r6+MluBDs4uJi2/2ioiKKiop8fLroQYth19S0LDru2eM4\nRjxsQTh7KCkpoaSkxKOxvgr2D8Ah4BxgN3AZsM15kL1gC55RZa6ie4cCAOLj3S86SgxbEM4OnJ3Z\n2bNnux3rT5bIL4D5QDywF7jDj7kEK6YzJvp3PJ8Ua86Nu0VH8bAFIfrwR7C3ABcGyhBBxWQ2kUSm\ng2C7KpwRD1sQog+pdNQZ2vZgmmC7K5wRD1sQog8RbJ1RZa4ivimjzZCIFM4IQnQigq0zTGYTsU2Z\n7cawJa1PEKIPEWwdoSgKVWeqMNa3eNgdOkBdHTQ3t4yT5k+CEJ2IYOuImoYaEmISaDDH2wTbaFTz\nsU+fbhknpemCEJ2IYOsI58ZPGs5hEYlhC0J0IoKtIzwVbIlhC0J0IoKtI9oSbPtcbEnrE4ToRARb\nR1SdqXJorarRKiQihTOCEJWIYOsIrVNfTY3aqU/DuXhGPGxBiE5EsHWEN4uOEsMWhOhDBFtHVJk9\nC4mIhy0I0YkIto7wdNFRYtiCEJ2IYOsI0xnXgi0xbEEQQARbV0jhjCAIbSGCrSOqzFVkJHqY1tfc\niKIooTdSEISw4c8GBvuBaqAZaASGB8KgaMbTGHaMMQaDwUCz0kyswZ+3UBCESMKf/3YFKAJMgTFF\n8DQkAi3l6bFGEWxBiBb8DYkYAmKFQENzA/XN9aTGp7a76AjSYlUQohF/BFsBVgFfA3cFxpzoRYtf\nGwwGzz1sSe0ThKjCH8G+CDgfuAq4BxgbEIvOUu5ecTdby7e6PV9ZV0lWchZNTdDUBAkJLee0GLb9\nGmMoU/te/vplFpYtDMlzCYLgHn8CoMesPyuBf6MuOq63H1BcXGy7X1RURFFRkR9PF9msO7COwpxC\nzs091+X5ncd30r9Tf5t3bbALNsXFQXy8uvOM5nmHsjz9qyNfkZeax4zCGSF5PkGIJkpKSigpKfFo\nrK+CnQzEAKeBFOAKYLbzIHvBjnbKa8spqyhze760vJTC7EJqax0bP2locWxNsEPpYZfXlpMclxyS\n5xKEaMPZmZ09u5WU2vA1JJKL6k1vBr4AlqPGswUXNFmaOFF3gtKKUrdjyirLKMwppKbGMX6tEc4W\nqxW1FZyqP9X+QEEQgoqvgr0POM96KwSeDJhFZyEn6k4QHxNPWUWZ22KXsgpVsJ0XHDXC2QBKBFsQ\n9IFUOoaAitoK+mT2IT4mnqOnj7Y6b240c/DUQc7JOqdNwXZoABWiGLaiKKpgnxHBFoRwI4IdAipq\nK8hJyaEwp9BlWGTH8R30zexLXEycW8EOVwOo2sZazE1mquur2x8sCEJQEcEOAZpgD84Z7HLhUQuH\nAB6HREJVOFNRW4HRYJSQiCDoABHsEFBeW27zsF0Jdml5KYNzBgOeC3aoCmcqaivIT8+XkIgg6AAR\n7BBgHxJx6WFXeuZhO8ewQ+Fhl9eU0zezL6fqT0l3QEEIMyLYIaCitoLclFwGZQ9ix/EdNFuaHc77\nEhLRmj8Fm4raCrqldSPWGIu5yRz05xMEwT0i2CFA87A7JHQgJyWH76u+t507eeYkJ8+cpGd6T8C9\nYDsvOoYyhp2TkkNaQposPApCmBHBDgGa6AGtwiJlFWUMyh6E0aC+FXqMYeek5NAxoaPEsQUhzIhg\nhwB7wR6cM9ghtc8+HALeCXZIPOw6q2AndpRMEUEIMyLYIaA9D1vLEAEvFh2NoSmcEQ9bEPSDCHaQ\nqW2opVlpJjVe7ejkLNilFaWtPOy2mj9phMzDrm3xsCWGLQjhRQQ7yGgZIgZrv9R+Wf3Yd3If9U31\nKIric0gkLiY0zZ/Ka8rJTcklLSFNQiKCEGZkQ8AgYx8OAUiITaBXRi92Ht9JTkoOMYYYclNzbec9\n7dYXCg+72dJM1ZkqspKzJCQiCDpABDvIOAs2tIRFslOyHbxrcO9hJyVBczPU16u70YQihn3CfIL0\nxHRijbGqYIuHLQhhRUIiQcalYGergu0cDgH3gm0wOC48hsLDtre9Y6J42IIQbkSwg4wrwR6cO5iy\nSu8EGxwXHkNRmm5vuxTOCEL48VewY4BNwIcBsOWsRGv8ZE9hTiGl5aWUVpQ6pPRB24JtH8cOReGM\ng4ctIRFBCDv+Cvb9wHZAugK5QcsSsacgvYDKukq1yjFnkMO59gRbC4mEojRdyxABpHBGEHSAP4Ld\nDZgI/AswtDM2anEVEokxxjCg0wBbjw6N5mZobITERNdztfKwg7zo2MrDlhi2IIQVfwT7eeAhwBIg\nW85KXAk2qHFsV+GQ5GR1gdEVaWlw4AAcPQq1p+M4WdOA2csGehbF4rHQOy86RnMMu6kp3BYI0YDJ\n1PZ5X9P6rgYqUOPXRe4GFRcX2+47b+UeLbgT7MsKLsNkdnx32gqHAJx7Ljz9tHqr6xuPuUsj096B\nD71YQXhu43Mcqj7EnKvmtG97neOiY7SGREpLYcoU2LkTYmLCbY1wtlFSUkJJSQkA//5322N9FezR\nwDWoIZFEIA2YB9xmP8hesKMRi2LhhPkEnZI7tTp3y7m3tDrWnmA/9JB6A1i8LZ5XNjRweK53Ns3b\nOo/eGb09GishEZVPPoE9e6CkBMaPD7c1wtmGvTO7aRNs3Trb7VhfQyK/A7oDBcAMYA1OYi3AiboT\npCWkERcT59H49gTbnjhjHDHxjVRUeG5PWUUZ2yq2UVHr2UX2gp0cl0yjpTEkDaf0xurVMHo0LFwY\nbkuEs51T7fhEgcrDliwRF7jKEGkLbwQ7PiYeQ2wDlZXg6c5dC8sWMrnfZJ8E22AwRGVYpKEBNmyA\nl16C995THwtCsAiFYK9FDY8ITriLX7vDXac+V8TFxNGsNJKcDCdPtj9eURQWli3k/hH3eyTYdY11\nNFma6BDfwXYsGotnvvwS+vSBIUNg0CBYtSrcFglnM9Xt/HtJpWMQ8UWwvfGwG5obyMmB8vL2x399\n9GuMBiOX5l9KfXM95sa200s02w12KSvRGMdes6Ylbj1jBixYEF57hLObUIVEBBd4K9juOvW5Is6o\ntlfNzcWjOPaCsgXcVHgTBoOBnJScdr1sV7ZHY/HMmjUwbpx6/4YbYMUKqKsLr03C2YmiiGCHlVB5\n2O0JtkWxsGjbImYUzgDwXbCjzMOuq4Ovv4axY9XHOTkwYgQsXx5eu4SzE7MZYtvJ2xPBDiLBFGyt\n+ZMngr3+wHqyk7MZkD0A8EOwo6x4ZsMGOO88x3WFm26SsIgQHKqr1WrmthDBDiKuGj+1hbcedmNz\no0eCvbBsoc27Bi8EO9nR9rT46MoSWb26dd719derYRJPFnoFwRtOnVKrmdtCBDuIBDOtT2v+1J5g\nNzY3smTHEkfBTvYjhh1FIRH7+LVGx47qsfffD49NwtnLqVPiYYeVYMewGy3te9j//f6/9M3sS356\nvu1Ybmpuu4JdXlvusHUZRFeL1ZMnYccOGDmy9TkJiwjBQAQ7zIQihp2b23Za38JtjuEQsIZE6iSG\n3RZr18KoUep2bM5cfTV88YVn2TmC4Cki2GHE3GimvrneoX1qewQ6hm1uNLNs1zKmDZrmcDwnJYfy\nmraTt10JdjRVOq5e3TocopGcDJMmwZIlobVJOLuprpYYdtiorKtsVXjSHoFO6/toz0cM6zyMvNQ8\nh+OS1tc+9gUzrpCwiBBoxMMOI+U13mWIgPeLjo2WRtLT1YIbVz0utGIZZ9oTbIti4Xjd8VZdBqOl\ncKa8HI4cgWHD3I+54grYvh0OHQqdXcLZjQh2GPE2QwR887CNRsjOhspKx/PV9dWs2ruKKQOmtLo2\nOzmbyrpKLIrrvSeqzFV0iO9AfEy8w/Fo8bDXrIFLLmm793V8vNoje9Gi0NklnN2IYIcRbxccwbvm\nTzHGGBRFodnS7DIssmzXMi7ueTGZSZmtrk2ITSAlLoWTZ1wnE7uzPVoWHV2l87nippuk5aoQOCSG\nHUZ8FWxPPWxwTO1zzhRxFw7RaCu1z1VKH0TPoqOrghlXXHKJGjr57rvg2ySc/YiHHUZCIdhxMXE0\nNrduAHWi7gSfHfyMa/q573rbVhzbne0d4jtQ01DjNpRyNrBvn9pDZODA9sfGxMC0abL4KAQGEeww\nYr8foqe2qEHsAAAevklEQVR4060P3GeKLN2xlAl9JpAa7z6+0lZqn6uydFDDMClxKZyuP+25kRGG\nFg7xNLlHa7nq6SYSguCOYAp2IvAFsBkoA4p9nOesxVsPu7kZ6ushKcnz53BXnr6gbAEzBs1wfyFt\nl6e3ZfvZHsf2NH6tMXIknDkDW7cGzyYhOgimYJ8BLgXOs94mACN8nOuspLym3Ksskbo6tSDDi7Rt\nl+XpR08fZcsPW7iq71VtXutLSATO7ji2orSff+2MwSAbGwiBIdiLjlob93ggDjh7A5s+EMyydA1X\nLVYXb1vMtf2vJTE2sc1rfRXsszm1b8cOSEyEggLvrpsxQ80WkbCI4A+eeNjttMtuEyPwLdAb+Dvw\nlR9znVVYFAuVdZVkp2R7fI0vgu2qPH1h2UJmF81u83nWrIFDVblsqVrDhx9C585wwQUtY9oLibjy\nsDce2siJuhPevQCdEGOMYVzBOFavTvTKu9Y491z129Hnn6v9R/TOsdPHyEzKJCHWRaMUISw0Nqq3\n5OS2x/kj2BbUcEhH4N/AIGCb/YDi4mLb/aKiIoqKivx4usjhTNMZrut/XavCk7YoL4dOndofZ48W\nw9YaQJ08c5KyijLG93KvOrNmqRvJpg7KYVfXCl78CDZvhh9+aBlz4NQBuqV1c3m9Kw+7vqme8fPG\nc1mvy7x7ATrhcPVhBucMpnrNm0y70YuYlBUtLLJwYWQI9pTFU5g6YCq/Hv3rcJsiACUlJaxcWUJs\nLMx272sFlD8Cv3I6pgie849/KModd3h3zfn/OF/56shXSl2dosTHK8r6/Z8pF/7zQrfjm5sVpVs3\nRSkrU5QdlTuUc144R2lsVJTYWPWcoihKlblKSXkiRWm2NLuc465ldykvf/Wyw7HNxzYrA18c6J3x\nOqK2oVY596VzleSLX1KOHfNtjt27FSUvT1GamgJrW6D53vS9QjHKhLcnhNsUwY69exUlP1+9D7gN\nrvkaw+4EpFvvJwGXAzt8nEsAysqgsNC7a7S0vqQktQ3o1wfLGJwz2O34DRsgIwMGDWpJ64uNVeNm\nJ6zRjG0V2xiUMwijwfWfhque2GUVZRTmeGm8jkiOS6Z44FLqR8/iQNMXPs3Rty907QolJYG1LdAs\n2raIGwfeyIaDG2hodtGARggLnsSvwXfB7gysAbYAXwKrgJU+ziWgCvZg91rrEq1wBtQNYr8+VNqm\ncC5YoH51B0hPTKe2sZb6pnqHGHhpRWmbou9q15nSilIKsyNXsAG++6IPExr+xY3v3khlbWX7F7hA\nC4vomQVlC7jnwnvom9WXr47IspNeCLZglwLDgCHAYOBxH+cRULMLSkt997BBFextle493aYmtX+z\nJthGg9HWBMq+UrI9b9mdhz0418tPG52xejXcOfYabj33Vm5aehPNlmav55g+Hd57z3XnRD2wvXI7\nx+uOM6bHGMblj2P1vtXhNkmwEmzBFgJIRQVYLJCX1/5Ye7QWqwDZOQp7T7sXztWroVcv9aahpfbZ\ne9jtCraLwplID4k0NMDGjVBUBI9e+igGg4E/fvpHr+fp3l0taV+1KvA2BoKFZQuZPmg6McYYxvca\nz5p9a8JtkmDFkw14QQRbF2jhEG+KZsDRw07r/AMWC26LdezDIRpaAyhNsBVFaTck4lw4U11fTWVd\nJQXpXiYv64jPP4f+/SE9XU3xe2fKO8wvnc8HOz/wei69bmygKIpDQ7AxPcbw9dGvqWusa+dKIRRU\nV4uHHTH4Eg4Bxxi2JbuMbKXQ5Q43Z87ABx+ojYrscfawf6j5AaPB2GbBj3Na37aKbQzMHkiMsY3m\n0TrHuboxOyWbd298l7s+vIvvTnjXiu+GG2DFCrVyVU98e+xbFEXhgi5qwn1qfCpDOw9lw8ENYbZM\nAAmJRBS+ZIiAo4dt7lBGB7Nrz/ijj+C886BLF8fjWj8RTbC10EZb25o5F85EejgEXO/fOLzrcB67\n9DGmLJ5CbUOtx3Pl5MCIEbB8eYCN9JMFZQuYUTjD4b2VOLZ+EMGOIHzJEIGWwhmAqrgy4qpcC+fC\nhepXdWfsPezy8vYzRED1sO1j2JGeIVJbC5s2wZgxrc/99Pyfcn7n8/nZ8p+heFF3rrewiEWxsGjb\nImYUOsbEJI6tH0SwIwSLBbZtU3OjvUVr/gRwzFKK5YfWwllTAx9/DFOntr4+JyWH8tryVh52W6Ql\npDmERCLdw/7sMzj/fNclwQaDgZcmvURZRRkvffWSx3Ned50aZjnpekOfkLPh4AbSE9NbvU8juo5g\n5/GdbnceEkKHJ42fQAQ77Bw4oC52pae3P9YZzcO2KBYO1m2nbn9r1f/gA9V7zMpqfb3mYWtpfZ6I\nrxYS0TzOSE/pcxUOsSc5Lpml05by6LpH+d+h/3k0Z3q6Ouf77wfISD9xt/tQQmwCo7qPYu3+tWGw\nSrBHPOwIwddwCLQ0f9p/cj+ZSZmcONJa9d2FQ8AxS6S8wsL2yu3tCnZ8TDyxxljMTWYqaitosjTR\nObWzby9AB3jSTrV3Zm9eveZVpi2Z5nbTB2f0EhZpsjSxZPsSpg+a7vK8xLH1gQh2hODrgiO0LDqW\nlpcyOK+QU6fUjl8aJhOsWwfXXuv6es3D7tABGpL3kZmURVpC+9/LtEyR0vLSdhcp9YzJBLt3w/Dh\n7Y+9+pyrueO8O5ixdAZNlqb2x18NX3zRenPkULP6+9UUZBTQO7O3y/PjCsZJHFsHiGBHCL6m9IE1\nrc/SqIYlcgrJyoLjx1vOL10KV1wBHTq4vj47OdvaE1shrU8ZfdI8M0QrnlGfN3LDIWvXwkUXQbyH\nTRVnXTKL+Jh4fr/69+2OTU6GSZPU6tJwsnDbwjZ3HxrWeRhHTh/hh5of3I4Rgo8UzkQI/oZEGpob\nKKtUhdN5q7C2wiEASXFJJMQkUF1fTXz3UrrHe2aIVjwT6QuO7cWvndGKahZtW8R7O95rd3y4d6I5\n03SGD3Z+wPRC1+EQUF/TJT0v4dN9n4bQMsEZKZyJABob4bvv1Co7X4gzqoUzmnDaC/axY/Dtt3BV\n2zuF2cIiirXwxhNsIZGKtptN6R1vtwMDyErOYsm0Jfx8+c/ZdXxXm2OvvBK2b4dDh/ww0g8++u4j\nhuQNoUuHLm2OG18wXuLYYcRiUbO53H0TtkcEO4zs3g09eni38a498THx1DbWsse0h/6d+jsI9rvv\nwjXXtD+3ltqnFt54HhI5eeYk2yq3RaxgHz2q5p4PGeL9tRd0uYAnxj3B1MVTqWmocTsuPh6mTIFF\ni/ww1A/aC4doSBw7vJw+re42FeNBsbAIdhjxZ8ER1Bh2WUUZPTv2JCkuyUGwFyxoOxyikZOSw+Hq\nw9TE7SWmyjNXv2NCR0orSumY0JGMpAzfX0AY+fRTtdmTJ/8krrhz2J0M7zqcuz68q82imnC1XK1p\nqOHjPR9zw8Ab2h07MHsgdY117KvaFwLLBGc8jV+DCHZY8Sd+DaqH/e2xb21errZV2L59sGePZ1/3\nc1NyWX9gPZnGfKoq2964VyMtIY0NhzZErHcNajjEm/i1MwaDgRcnvsiu47t44csX3I4rKoIjR9TQ\nVyhZtmsZY3qMISvZRQK+EwaDQbzsMOJp/BpEsMOK3x62MY5T9adswql52IsWqU2I4uLanyMnJYc1\n+9fQM7nQ4xS0jgkd+fzw5xEr2IqiLjj6suGuPUlxSSydtpQn1j/htolSTAzceGPoFx8XlC3wKByi\nMb5gPGv2i2CHA09T+sB3we4OfIq66W4ZcJ+P80Q1/qT0AbZNfp0F21UrVXfkpOSw8/hO+mUUUu5Z\nTQgdEztS11gXsSl9+/apPbD79fN/roKMAt649g2mL5nuNjVOK6Lxoh2JX5jMJtYdWMe1/d0k4LtA\n87C96ZkiBIZQCHYj8CDqTukjgXuAAT7OFZXU1qoLX336+D5HXIzqQmvCmZOj9nY+cQLGjvVsDq2V\n6pC8wV552EDEetiadx2oep+r+l7FncPuZMYS10U1I0eC2Qxbtwbm+drjvR3vcXmvyz0qgtIoyCgg\nKTaJHcdla9ZQEwrB/gHYbL1fg7oBb9u5Q4IDO3aoHl5srO9zxMfEkxCTYKtiy8lRxXr6dDB6+M5q\ngj2iwIuQSGJHDBgYkB2Zn9H+xq9d8cglj5AUl8T/++//a3XOYAjt4qO73iHtMa5gHKu/l/S+UOPN\noqMfcmEjHxgK+LbddJTwwQdqG0+Nbdv8C4eAGsMekD2AWKP6NuZY9x3wNBwCqmAnxiZyQa/eVFaq\nOaHOYr95s7or+wCrPqclpNE7szfJcS5a3FlZt04VRj2yahU89VRg5zQajMyfMp/z/3k+I7qNaJWd\ncdNNahe/P/0pcJ69K46dPsa3x75lYt+JXl87vmA8i7cv5hcjfhEEywLD9srtmBvNnN/l/IDNqSgK\nf974Z+6+8G5S41MDNq+neLPo6K9gpwJLgPtRPW0HiouLbfeLioooKiry8+kil9/8BiZMgAxrFtyg\nQWrpsj+M7j6aP1/+Z9vjlBR45x244ALP5zgn6xzeuv4tkhJjSE1VW4JmZjqOef551e6//lV9PLLb\nSOZMmON2TkWBO+5Q88A9/UMMJcXF0LNn4OfNTMpk6bSlTHh7AoU5hfTv1JImee65kJiohqxGjQr8\nc2u8u/1dJp8zmaQ475P7Ly24lLtX3k2zpVmXOwgdOHmAcW+OY2zPsbx747sBm/ejPR/x5pY3+dWo\nXwVsTm/YurWEo0dLsJPLoBAHfAI84Oa8IqjU1SlKYqKi1NeH25K26ddPUXbsaH182DBFGT/e83m+\n/FJR+vZVFIslcLZFEq9++6oy4O8DlNP1px2Oz56tKPfdF9znHvmvkcrK3St9vn7giwOVr458FUCL\nAkOVuUoZ+OJA5c4P7lT6/71/wOZttjQrQ18eqizdvjRgc3rLPfcoypw5LY8Btyu/vsawDcCrwHbg\nr+4GnTnj4+xnGTt3qouLnjYZChfazjP2NDer5dVlZZ7Po2WpRGgTP7/58dAfc1H3i/jJsp84ZF3M\nmAGLF6u/02Cwr2ofe0x7uKzXZT7PMb5gvO7i2A3NDUxdPJXxBeN5cdKL7D+5nzNNgRGX93a8h9Fg\n5Pr+1wdkPl8IReHMRcBM4FJgk/U2wXnQrrZbLUQN/uZbhwrn5lEAe/dCXp764VtZ2f4cFouaB+5J\nleXZzAsTX2CvaS9/++JvtmPnnKPuq1lSEpznXLRtEVMHTLVlD/nCuIJxusrHVhSFny3/GSlxKTx/\n5fPEx8TTO6M3O4/v9HvuZkszj3z6CI+PezysLYJDUTjzmfXa81AXHIcCHzsPKi31cfazjNJS/yoa\nQ4UrwdaqMQcP9szLXr8esrNbFiijlcTYRJZMW8JTnz3F+gPrbcdvuil42SILyxb6lB1iT1F+ERsP\nbaS+qT5AVvnHE+ufoLS8lAVTF9ji6oU5hZRVePGVzw3zS+eTlZzFlb2v9HsufwhFWp9HePM1+mwm\nkj1szfbCQs/eT2+Kds528tPzefO6N5mxdAbHTh8D1JTL995TC3cCyY7KHVTWVTKmh4vdhL0gPTGd\n/p3688WR8Cd9zd86n399+y8+vOlDUuJTbMcDIdgNzQ0UlxTzxLgnwr4Bhwi2zohkwdaqMT0R7MZG\nddMEEewWruxzJT8//+dMWzKNxuZGuneHgQPV1MJAsqBsAdMHTQ9Idoce4thr96/lwU8eZPnNy+nc\nwXELusE5gymt8O/r+2ubXqNPZh8u7nmxX/MEAt00f5KQiJomZzJBfn64LWmf9kIi7b2f//0v9O0b\nGa81lPz+4t/TMaEjD//3YSDw+z0qihKQcIhGuOPYu47vYtqSabwz9R2X1bT+etjmRjOPr3ucx8c9\n7o+ZAUM3HvaJE2pAPZrZtk3Nufa08jCcaLuna5w5A/v3qxWZgwap4t1Wq4mFC8W7doXRYOSt69/i\ng10fsHjbYm64AVasgLq6wMz/7bFvsSgWLujiRQJ+G4zpMYZNxzZR21AbkPm8oaK2gonvTOSp8U+5\nzXYpyCjgeN1xqut9E5e5X8/lgi4XMLyrB5t5BhlF0VG3voEDVcGKZiIlHAKt0/p27oRevdR0xKws\nSE11v3uK2QzLlsG0aaGxNdLISMpgyY1LuHflvRw3bGfECFi+PDBzLyxbyIzCGQGLxSbHJXN+l/NZ\nf3B9+4MDiLnRzLULr+Xmwpu5Y+gdbscZDUYGZg/0ycs+XX+apzc8zWOXPuaPqQHDbFbbU3ia8htU\nwS4slLBIpAm2vYft3K+7rfdz5UoYNkxNARRcM7TzUJ65/BmmLp7KddNPByQsYlEs6s4yhYH9ajO+\nYHxI+2NbFAu3/vtWemX04tFLH213/OCcwT4J9pwv5jC+YDyDc/WRtuVNOARCINjRvvAYKSl9AOnp\n6tf0emtGl/OHTVupfe1t+Cuo3H7e7Vzc42I+Sfgxq9conDrl33wbDm4gPTE94J0TxxWMC+k+jw//\n52Eqait47ZrXPPqm4Escu8pcxV+/+Cuzi2b7ambA8WbBEUSwg4qiRJaHbTCoOdRagYxzv25372d1\ntZr1MGVKaOyMdOZcNYejdQfoMf0v/Pvf/s0VyMVGe4Z3Hc53J77DZDYFfG5n5n41l2W7l/H+jPdJ\niE3w6JrCnEKvM0We3fgs1/a7lr5ZfX0xMyh4E7+GIAu2llkQrT3RtXhwbm547fAG+7CIq5CIK8Fe\ntgwuvrh10yjBNQmxCSyZtoTDPf7MiyvW+jxPk6WJd7e/y/RB0wNonUp8TDwX9biIkv0lAZ/bnpXf\nreTRdY+y8uaVZCZ5/gc0OGcwpeWlHm+4UFFbwcvfvMwjlzziq6lBQVchkbw8tVTZ0z7LZxuahxpJ\nPTU0wa6uhuPHoaCg5dzAgWq7gSanHv2ebvgrtNCjYw/emvIW3+TfzNZ9R32aY82+NRRkFNj6oQea\ncfnB3edx8w+buf3923lv2ntev4a81DwUFCpqPROXJ9c/yS2Db6FHxx6+mBo0dCXYBkN0h0X83WQ3\nHGgb+ZaVqQJtn46YkqL2wtizp+XYiRPw2WdqK1XBOyYPvJzBZ+7m+nfUohpv8XbfRm8Z32t80OLY\nh6sPM3nBZF6a9BKjunvfb9ZgMHgcFjlcfZg3t7zJ78b+zhdTg4quYtjgWcHF2Uokxa81NA/b3YeN\n8wfw0qVqn+/U0Pd9Pyt49PL/x8ljmTz0n4e8uu5M0xk+2PkB0wsDHw7RGJI7hIraCo6e9u0bgDuq\n66uZ9M4k7ht+X6uNHrzB00yRx9Y+xl3D7iIvVX8pTLrysEE87EgWbFe2O6f2STjEP66aYMSydB7v\nb1/OglLP8/w+3vMxQ/KG0KVD8HbmizHGUJRfFNCwSGNzI9PencbobqP59ehf+zWXJ5kie017Wbpj\nKb+56Dd+PVew0NWiI0SvYFssgdkGLNRogu1uR3f71L6jR2HLFtXDFnwjPh6mTkpnSuNS7vv4PrZV\neFZpFuxwiEYg49iKonDvynsxGoy8MPEFvwt9PAmJFK8t5hfDf0FWcpZfzxUsdOlhb9umClg0sX+/\nmjWhxy2y2kKrdnSXP27/Abx4MVx7rbr1leA7N90E694dwnNXPMeUxVPaLbmuaajh4z0f+xVO8BQt\nju1pNkZb/Hnjn/niyBcsumGRbR9SfyjMKWRbxTYsimtx2VaxjU/2fMKDox70+7mCRShj2K8B5UCb\nH3Hp6ertwAE/nikCicRwCKiCraViuqpa7NsXDh5US2olHBIYiorgyBEYlXwb4wvGc8cHd7QpkMt2\nLWNMjzEh8Rr7ZfWjsbmR76u+92uexdsW8/cv/86Km1fQIaFDQGxLT0wnIymDAyddi8sjJY/w0OiH\nSEvwQhFDTCg97NdxscuMK3wNi5QEa2uOIOBsq7uQgh5o6/eak6OGOtylI8bHq9udrVihfosYNy5o\nZgKR/TfgKTExcOON6gfg81c+z+Hqwzy78Vm34wMRDvHUVoPB4He2yMZDG7l35b18eNOHdE3r6vX1\nbdnqLizyzdFv+Pzw59wz/B6vn88fvP0bCGUMez1Q5clAXzNFIvmfVc8pfe0JNrRt++DBMGsW3HCD\n2rgmmETy34A3aC1X42MSWHLjEv7y+V/4dN+nrcaZzCbWHVjHtf2v9cNS72z1J469x7SHqYunMu/6\neQzJG+LTHG3Z6i5T5A+f/oHfjfkdyXHJPj2nr3j7N6C7GDZE58JjpIZEEhPVmFpbthcWqhvzSivV\nwDFypBpm2roVunfsztvXv80t793C4erDDuPe2/Eel/e6PKRf88cVqILtLlbsjhN1J5g4fyKzi2Yz\noU9wVqZdZYp8dvAzdlTu4K7z7wrKcwYSbwU7yP6RyuDB8MADMHmyd9ft2gXffBMcmwKNs63ffQf9\n+4fPHn/Iy2tbsAcPhm7d4KKLQmfT2Y7BoH4AzpypbQAxno5599HvySJSz7RskFmdvJlBB//K5Lf8\nez7v/rd6UluYRu6vJmBUPOv1AVCbuJu8quv5cNVP+dAnK1XasvVU0mA+7/cAqz9rEZfTSWWcc3QW\nU6/zsGdpAPFWsw4e9E6w/S2azgc+BFx9gd4M+PYdSBAEIXrZgrrBeSuC6WG7fEJBEAQh9CwAjgL1\nwCHA/RYRgiAIgiAIgiAEB1fFNkOA/wFbgWWAllU/HNhkvW0GrrO75nzrHN8Bf9OBrRo9gBrgVzq2\nNR8w0/K7fUnHtgKcaz1XZj2vrSTpzdZbaPmdbgKarbbr0dY44E3r8e3Ab+2u0Zut8ag1H1tRdeCS\nENvaHfgU2Ib6N3if9Xgm8B9gN7AKSLe75v9ZbdoJXBFiewPKWGAojm/UV9bjoIZVtA3dkmhJO8xD\nfYO1x1+iCjrASjws4AmirRpLgEU4CrbebM3HfXWq3myNRV2A0Ra1M9D/3wBAIWDXhFZ3tt6MGtIE\n9f9sH6qzoUdb7wFetd7PBr62uyYUtubRsh6XCuwCBgDPAFpHqYeBp6z3B6J+sMSh/q/toSW5IxT2\nBpx8HN+ok3b3u6N+kjnTCziG+s/aGdhhd24G8HJgTbSRj+e2Xof6Js6iRbD1aKvzOA092joRcJXA\npkdb7fkToG3LrUdbZ6B6sTFAJ1QRSteprX8HZtqd+y9wIaG11Z73gctQvWdtL6k862NQveuH7cZ/\nDIwkQPaGpHCmHbYBWtnWjahvlsZw6/ktwM8BC9AVsK8mOGI9Fgrc2ZqK+mlb7DRej7YCFADfAiXA\nGOsxPdp6DqCg/tF/A2hNo/Voqz3TaPFg9WjrEqAO1QnaD/wZVTD1aOsW4BrUD5cC1LBCN8Jjaz7q\nN4MvUMXaugkg5bSIdxcnuw5b7XI+7pO9ehDsHwN3o37VSQUa7M59CQxC/UT9HeB51n5wcGdrMfA8\n6j+BXjYEc2frUdR/hmHAL4F3aB2LDzXubI1F/UC52frzemAcqoiHi7b+XgFGoP4dbA+xXa5wZ+sI\noAnV6ysAfm39GU7c2foaqtB9jfo/thF1fSDUfwOpwFLgfuC00zklVPaEpNKxHXYBV1rvnwNMcjFm\nJ+pi3iDUN6+b3bluqJ9WocDZ1onW+8OBqaghkXTUbwJm4D30Y6v2e22g5Z/hW2Av0Ndql95sPQSs\nA7Stu1eiftC8jf5s1ZiB+iGooaffq/b3ejPqt5ZmoBLYgOq5foZ+bNV+r82ojoXGBtSFvlOEztY4\nVLF+CzUkAqpXnQf8gPrBp20ueQTHb13dUDUrnH8HfpGPY+wq2/rTCMwDbrcbp32g9ER9cdq2yl+g\negkGghu899RWe2bh+AemN1s7oX69BHVt4DAtK9x6szUdNRSShPq38B/gKp3aqh07bL3GHr3Z+htU\nzxUgBTUcoTUj0JutSVYbAS5HDeNphMJWg9We552OP0NLrPq3tF50jEf91rKXlm/dofrdBgyt2KYB\n1Xv6MWqazC7r7U92Y2eiptFsQv2ntd/mVUuP2QPM0YGt9jgLtt5snYLj79XeQ9SbraCmy5VZ7XrK\n7rgebS1C/crujN5sTQEWo/5et+E6DVUvtuajfsPejpo+Z++9hsLWMajfmDfTkrI5AdV5/C+u0/p+\nZ7VpJy3fGkJlryAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiB4QzNqjmwZas7sL2m/TUBP\n4KYg2yUIgiA4Yd/fIRu1KrK4nWuKwK/9YQVBEAQfcG7IUwAct97PR+1J8o31Nsp6/HPULnWbUJv6\nGFE7132J2iXup0G1WBAEIUpxFmyAKlRvO4mWTo99UZvlg7p7ib2H/VPg99b7CdZx+YE2VBB8RQ/d\n+gQh2MSjNsIfghrr7ms97hzjvgJ1d5sbrI/TgD6oPaMFIeyIYAtnK71oaR9ajNqs/1bUToVn2rju\nXtT4tyDoDj1sYCAIgSYbdfulF6yP01D7FgPcRkt72dM4bt7wCWoTfc2ROQdIDqqlgiAIUUgT7tP6\n+qAuIm5GbdFabT0eC6y2Hr/fOv4J1B26S63n0kJjviAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAI\ngiAIgiAIgiAIgiAIQpTy/wHTki8XuYYzSgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10de595d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_composer_by_name('Milhaud, Darius')\n",
"plot_composer_by_name('Gould, Morton')"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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9VyI1KOyyHtTDLiXpCMmJwpzYu1fsg3JZIkE87EceyR2zoDX1hqgj7Lq6fP87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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10eb28f10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_composer_by_name('Ravel, Maurice')"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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cI24aNcpe5bpkiX0jycuL73lNmsCf/2yvHH39dXdjSrfLLrMXAA0cGHub0lJ7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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e6f3b90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_composer_by_name('Hadley, Henry Kimball')"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"workTitle\n",
"CULPRIT FAY RHAPSODY, OP. 62 60\n",
"SALOME, OP. 55 18\n",
"IN BOHEMIA 10\n",
"OCEAN, THE, OP. 99 8\n",
"CHINESE SKETCHES - STREETS OF PEKIN 6\n",
"SYMPHONY NO. 3, B MINOR, OP. 60 5\n",
"SILHOUETTES, OP.77 (ARR. Roberts) 5\n",
"SYMPHONY NO. 4, D MINOR, OP. 64, \"NORTH, EAST, SOUTH, WEST\" 5\n",
"LUCIFER, OP. 66 4\n",
"SYMPHONY NO. 2, F MINOR, OP.30 (FOUR SEASONS) 3\n",
"Name: id, dtype: int64"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hadley = df[df.composerName == 'Hadley, Henry Kimball']\n",
"hadley.groupby([df.workTitle], sort=True).count()['id'].order(ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## The social network of NY Philharmonic Soloists"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"soloists = df.soloists_tsv[df.soloists_tsv.notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"soloist_list = list(soloists)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len([s for s in soloists if ('\\t' in s) and (';' in s)])"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"tab_separated = [t.split('\\t') for t in [s for s in soloists if ('\\t') in s]]\n",
"semicolon_separated = [t.split(';') for t in [s for s in soloists if (';') in s]]"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"soloists_split = tab_separated + semicolon_separated"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"5250"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(soloists_split)"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from itertools import combinations\n",
"\n",
"played_with_pairs = []\n",
"\n",
"for collection in soloists_split:\n",
" for pair in combinations(collection, 2):\n",
" played_with_pairs.append(pair)"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from collections import Counter\n",
"cnt = Counter(played_with_pairs)"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"top_ten_thou = cnt.most_common(n=10000)"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with open('edges.txt', 'w') as f:\n",
" f.write('source;target;weight\\n')\n",
" for edge, weight in top_ten_thou:\n",
" try:\n",
" f.write(\"{}\".format(\";\".join(edge)) + \";{}\\n\".format(weight))\n",
" except:\n",
" continue"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 9783 32217 333024 edges.txt\r\n"
]
}
],
"source": [
"!wc edges.txt"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"source;target;weight\r\n",
"Smith, Philip;Alessi, Joseph;209\r\n",
"Smith, Philip;Myers, Philip;179\r\n",
"Myers, Philip;Alessi, Joseph;163\r\n",
"Smith, Philip;Sullivan, Robert;162\r\n",
"Sullivan, Robert;Alessi, Joseph;161\r\n",
"Alessi, Joseph;Deck, Warren;142\r\n",
"Smith, Philip;Deck, Warren;141\r\n",
"Sullivan, Robert;Myers, Philip;140\r\n",
"Myers, Philip;Deck, Warren;130\r\n"
]
}
],
"source": [
"!head edges.txt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Process this with something like `networkx` or Gephi to get something like this:\n",
"\n",
"[pending]"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"---\n",
"## NY Phil on Tour"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Manhattan, NY 48285\n",
"Philadelphia, PA 1217\n",
"Brooklyn, NY 1096\n",
"Washington, DC 441\n",
"Greenvale, NY 277\n",
"Baltimore, MD 272\n",
"Bronx, NY 202\n",
"Princeton, NJ 183\n",
"Newark, NJ 174\n",
"Pittsburgh, PA 168\n",
"dtype: int64"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Location.value_counts().head(10)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def get_state(location_str):\n",
" splitted = location_str.split(', ')\n",
" if len(splitted) != 2:\n",
" return None\n",
" elif len(splitted[1]) == 2:\n",
" return splitted[1].strip()\n",
" else:\n",
" return None\n",
" \n",
"def test_get_state():\n",
" assert get_state('Manhattan, NY') == 'NY'\n",
" assert get_state('Dublin, IRELAND') is None\n",
" assert get_state('foobar,,') is None\n",
" return True\n",
"\n",
"def run_tests():\n",
" assert test_get_state()\n",
" return True\n",
"\n",
"assert run_tests()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df['State'] = df.Location.apply(get_state)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"in_usa = df[df.State.notnull()]\n",
"out_of_state = df[df.State != 'NY']"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"decade_state = out_of_state.groupby([(out_of_state.Date.apply(lambda x: x.year)//10)*10,\n",
" out_of_state.State]).count()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>Date</th>\n",
" <th>Location</th>\n",
" <th>Time</th>\n",
" <th>Venue</th>\n",
" <th>composerName</th>\n",
" <th>conductorName</th>\n",
" <th>eventType</th>\n",
" <th>id</th>\n",
" <th>interval</th>\n",
" <th>orchestra</th>\n",
" <th>program</th>\n",
" <th>programID</th>\n",
" <th>season</th>\n",
" <th>soloists_tsv</th>\n",
" <th>workTitle</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th>State</th>\n",
" <th></th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>1890</th>\n",
" <th>MA</th>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
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" <td>1</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"9\" valign=\"top\">1900</th>\n",
" <th>DC</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
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" <td>2</td>\n",
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" <td>2</td>\n",
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" <tr>\n",
" <th>IA</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IL</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
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" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IN</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
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" <td>2</td>\n",
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" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KS</th>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KY</th>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
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" <tr>\n",
" <th>MI</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
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" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
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" <tr>\n",
" <th>MN</th>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>MO</th>\n",
" <td>3</td>\n",
" <td>3</td>\n",
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" <td>3</td>\n",
" <td>3</td>\n",
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" <td>3</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" Date Location Time Venue composerName conductorName \\\n",
"Date State \n",
"1890 MA 5 5 5 5 5 5 \n",
"1900 DC 2 2 2 2 2 2 \n",
" IA 1 1 1 1 1 1 \n",
" IL 8 8 8 8 8 8 \n",
" IN 2 2 2 2 2 2 \n",
" KS 1 1 1 1 1 1 \n",
" KY 2 2 2 2 2 2 \n",
" MI 3 3 3 3 3 3 \n",
" MN 4 4 4 4 4 4 \n",
" MO 3 3 3 3 3 3 \n",
"\n",
" eventType id interval orchestra program programID season \\\n",
"Date State \n",
"1890 MA 5 5 0 5 0 5 5 \n",
"1900 DC 2 2 0 2 0 2 2 \n",
" IA 1 1 0 1 0 1 1 \n",
" IL 8 8 0 8 0 8 8 \n",
" IN 2 2 0 2 0 2 2 \n",
" KS 1 1 0 1 0 1 1 \n",
" KY 2 2 0 2 0 2 2 \n",
" MI 3 3 0 3 0 3 3 \n",
" MN 4 4 0 4 0 4 4 \n",
" MO 3 3 0 3 0 3 3 \n",
"\n",
" soloists_tsv workTitle \n",
"Date State \n",
"1890 MA 1 5 \n",
"1900 DC 0 2 \n",
" IA 0 1 \n",
" IL 2 8 \n",
" IN 0 2 \n",
" KS 0 1 \n",
" KY 0 2 \n",
" MI 0 3 \n",
" MN 0 4 \n",
" MO 2 3 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"decade_state.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"nineties = decade_state.loc[1990]\n",
"# Move index to column for use in plotting package later\n",
"nineties.reset_index(level=0, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"twenties = decade_state.loc[1920]\n",
"twenties.reset_index(level=0, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use `folium` for chloropleth visualization"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"!wget https://raw.githubusercontent.com/python-visualization/folium/master/examples/us-states.json"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def inline_map(m, width=650, height=500):\n",
" \"\"\"Takes a folium instance and embed HTML.\"\"\"\n",
" m._build_map()\n",
" srcdoc = m.HTML.replace('\"', '&quot;')\n",
" embed = HTML('<iframe srcdoc=\"{}\" '\n",
" 'style=\"width: {}px; height: {}px; '\n",
" 'border: none\"></iframe>'.format(srcdoc, width, height))\n",
" return embed"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def state_concert_counts(state_data):\n",
" state_geo = r'us-states.json'\n",
" \n",
" f = folium.Map(location=[48, -102], zoom_start=3, max_zoom=4, min_zoom=3)\n",
"\n",
" f.geo_json(geo_path=state_geo, data=state_data,\n",
" data_out='data.json', \n",
" columns=['State', 'programID'],\n",
" key_on='feature.id',\n",
" fill_color='YlGn', fill_opacity=0.7, line_opacity=0.2,\n",
" legend_name='Concerts played')\n",
" return inline_map(f)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<iframe srcdoc=\"<!DOCTYPE html>\n",
"<head>\n",
" <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
" <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css&quot; />\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot; charset=&quot;utf-8&quot;></script>\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/queue-async/1.0.7/queue.min.js&quot;></script>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
"\n",
" <style>\n",
"\n",
" html, body {\n",
" width: 100%;\n",
" height: 100%;\n",
" margin: 0;\n",
" padding: 0;\n",
" }\n",
"\n",
" .legend {\n",
" padding: 0px 0px;\n",
" font: 10px sans-serif;\n",
" background: white;\n",
" background: rgba(255,255,255,0.8);\n",
" box-shadow: 0 0 15px rgba(0,0,0,0.2);\n",
" border-radius: 5px;\n",
" }\n",
"\n",
" .key path {\n",
" display: none;\n",
" }\n",
"\n",
" </style>\n",
"</head>\n",
"\n",
"<body>\n",
"\n",
" <div id=&quot;map&quot; style=&quot;width: 100%; height: 100%&quot;></div>\n",
"\n",
" <script>\n",
"\n",
" queue()\n",
" .defer(d3.json, 'data.json')\n",
" .defer(d3.json, 'us-states.json')\n",
" .await(makeMap)\n",
"\n",
" function onEachFeature(feature, layer) {\n",
" // does this feature have a property named popupContent?\n",
" if (feature.properties && feature.properties.popupContent) {\n",
" layer.bindPopup(feature.properties.popupContent);\n",
" }\n",
" };\n",
"\n",
" function makeMap(error, data_1,gjson_1) {\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" function matchKey(datapoint, key_variable){\n",
" if (typeof key_variable[0][datapoint] === 'undefined') {\n",
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" return parseFloat(key_variable[0][datapoint]);\n",
" };\n",
" };\n",
"\n",
" \n",
" var color = d3.scale.threshold()\n",
" .domain([4.0, 6.0, 20.0, 20.0, 20.0])\n",
" .range(['#FFFFCC', '#D9F0A3', '#ADDD8E', '#78C679', '#41AB5D', '#238443']);\n",
" \n",
"\n",
" var map = L.map('map').setView([48, -102], 3);\n",
"\n",
" L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
" maxZoom: 4,\n",
" minZoom: 3,\n",
" attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
" }).addTo(map);\n",
"\n",
" \n",
" function style_1(feature) {\n",
" return {\n",
" fillColor: color(matchKey(feature.id, data_1)),\n",
" weight: 1,\n",
" opacity: 0.2,\n",
" color: 'black',\n",
" fillOpacity: 0.7\n",
" };\n",
"}\n",
" \n",
"\n",
" \n",
" gJson_layer_1 = L.geoJson(gjson_1, {style: style_1,onEachFeature: onEachFeature}).addTo(map)\n",
" \n",
"\n",
" \n",
" var legend = L.control({position: 'topright'});\n",
"\n",
" legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n",
"\n",
" legend.addTo(map);\n",
"\n",
" var x = d3.scale.linear()\n",
" .domain([0, 22])\n",
" .range([0, 400]);\n",
"\n",
" var xAxis = d3.svg.axis()\n",
" .scale(x)\n",
" .orient(&quot;top&quot;)\n",
" .tickSize(1)\n",
" .tickValues([4.0, 6.0, 20.0, 20.0, 20.0]);\n",
"\n",
" var svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
" .attr(&quot;id&quot;, 'legend')\n",
" .attr(&quot;width&quot;, 450)\n",
" .attr(&quot;height&quot;, 40);\n",
"\n",
" var g = svg.append(&quot;g&quot;)\n",
" .attr(&quot;class&quot;, &quot;key&quot;)\n",
" .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
"\n",
" g.selectAll(&quot;rect&quot;)\n",
" .data(color.range().map(function(d, i) {\n",
" return {\n",
" x0: i ? x(color.domain()[i - 1]) : x.range()[0],\n",
" x1: i < color.domain().length ? x(color.domain()[i]) : x.range()[1],\n",
" z: d\n",
" };\n",
" }))\n",
" .enter().append(&quot;rect&quot;)\n",
" .attr(&quot;height&quot;, 10)\n",
" .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
" .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
" .style(&quot;fill&quot;, function(d) { return d.z; });\n",
"\n",
" g.call(xAxis).append(&quot;text&quot;)\n",
" .attr(&quot;class&quot;, &quot;caption&quot;)\n",
" .attr(&quot;y&quot;, 21)\n",
" .text('Concerts played');\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" };\n",
"\n",
" </script>\n",
"</body>\" style=\"width: 650px; height: 500px; border: none\"></iframe>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state_concert_counts(nineties)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<iframe srcdoc=\"<!DOCTYPE html>\n",
"<head>\n",
" <meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; />\n",
" <link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.css&quot; />\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/leaflet/0.7.3/leaflet.js&quot;></script>\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot; charset=&quot;utf-8&quot;></script>\n",
" <script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/queue-async/1.0.7/queue.min.js&quot;></script>\n",
"\n",
" \n",
" \n",
" \n",
" \n",
"\n",
" <style>\n",
"\n",
" html, body {\n",
" width: 100%;\n",
" height: 100%;\n",
" margin: 0;\n",
" padding: 0;\n",
" }\n",
"\n",
" .legend {\n",
" padding: 0px 0px;\n",
" font: 10px sans-serif;\n",
" background: white;\n",
" background: rgba(255,255,255,0.8);\n",
" box-shadow: 0 0 15px rgba(0,0,0,0.2);\n",
" border-radius: 5px;\n",
" }\n",
"\n",
" .key path {\n",
" display: none;\n",
" }\n",
"\n",
" </style>\n",
"</head>\n",
"\n",
"<body>\n",
"\n",
" <div id=&quot;map&quot; style=&quot;width: 100%; height: 100%&quot;></div>\n",
"\n",
" <script>\n",
"\n",
" queue()\n",
" .defer(d3.json, 'data.json')\n",
" .defer(d3.json, 'us-states.json')\n",
" .await(makeMap)\n",
"\n",
" function onEachFeature(feature, layer) {\n",
" // does this feature have a property named popupContent?\n",
" if (feature.properties && feature.properties.popupContent) {\n",
" layer.bindPopup(feature.properties.popupContent);\n",
" }\n",
" };\n",
"\n",
" function makeMap(error, data_1,gjson_1) {\n",
"\n",
" \n",
"\n",
" \n",
"\n",
" function matchKey(datapoint, key_variable){\n",
" if (typeof key_variable[0][datapoint] === 'undefined') {\n",
" return null;\n",
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" return parseFloat(key_variable[0][datapoint]);\n",
" };\n",
" };\n",
"\n",
" \n",
" var color = d3.scale.threshold()\n",
" .domain([5.0, 20.0, 30.0, 90.0, 100.0])\n",
" .range(['#FFFFCC', '#D9F0A3', '#ADDD8E', '#78C679', '#41AB5D', '#238443']);\n",
" \n",
"\n",
" var map = L.map('map').setView([48, -102], 3);\n",
"\n",
" L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {\n",
" maxZoom: 4,\n",
" minZoom: 3,\n",
" attribution: 'Map data (c) <a href=&quot;http://openstreetmap.org&quot;>OpenStreetMap</a> contributors'\n",
" }).addTo(map);\n",
"\n",
" \n",
" function style_1(feature) {\n",
" return {\n",
" fillColor: color(matchKey(feature.id, data_1)),\n",
" weight: 1,\n",
" opacity: 0.2,\n",
" color: 'black',\n",
" fillOpacity: 0.7\n",
" };\n",
"}\n",
" \n",
"\n",
" \n",
" gJson_layer_1 = L.geoJson(gjson_1, {style: style_1,onEachFeature: onEachFeature}).addTo(map)\n",
" \n",
"\n",
" \n",
" var legend = L.control({position: 'topright'});\n",
"\n",
" legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};\n",
"\n",
" legend.addTo(map);\n",
"\n",
" var x = d3.scale.linear()\n",
" .domain([0, 110])\n",
" .range([0, 400]);\n",
"\n",
" var xAxis = d3.svg.axis()\n",
" .scale(x)\n",
" .orient(&quot;top&quot;)\n",
" .tickSize(1)\n",
" .tickValues([5.0, 20.0, 30.0, 90.0, 100.0]);\n",
"\n",
" var svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
" .attr(&quot;id&quot;, 'legend')\n",
" .attr(&quot;width&quot;, 450)\n",
" .attr(&quot;height&quot;, 40);\n",
"\n",
" var g = svg.append(&quot;g&quot;)\n",
" .attr(&quot;class&quot;, &quot;key&quot;)\n",
" .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
"\n",
" g.selectAll(&quot;rect&quot;)\n",
" .data(color.range().map(function(d, i) {\n",
" return {\n",
" x0: i ? x(color.domain()[i - 1]) : x.range()[0],\n",
" x1: i < color.domain().length ? x(color.domain()[i]) : x.range()[1],\n",
" z: d\n",
" };\n",
" }))\n",
" .enter().append(&quot;rect&quot;)\n",
" .attr(&quot;height&quot;, 10)\n",
" .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
" .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
" .style(&quot;fill&quot;, function(d) { return d.z; });\n",
"\n",
" g.call(xAxis).append(&quot;text&quot;)\n",
" .attr(&quot;class&quot;, &quot;caption&quot;)\n",
" .attr(&quot;y&quot;, 21)\n",
" .text('Concerts played');\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" \n",
"\n",
" };\n",
"\n",
" </script>\n",
"</body>\" style=\"width: 650px; height: 500px; border: none\"></iframe>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"state_concert_counts(twenties)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For those of you following along with e.g. GitHub/`ipynbviewer`, this won't render because it depends on some hosted .json files. Screenshots below:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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dNDSLNG2RKJIkGsTQIJYLxy4jkMZ2/a4RWA0BTziKwYVGztyID+UNQtPRiMjfiCn5IEV/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\navl/Yv8wTcnITXQAAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image('1920s.png')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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10yhePKN3Ozz+XJWwYkCS/7nEshZBjWZFc8eynktNlM1GVIahc2EguKaBzEkWawRqnRDF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AYzq0qMbIeg0Ir9lHv/kNCZJzUcqA8W5ynp09/xwayuwos1oQ4h9p59QUbOQ5K2CJNol9Gic1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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image('1990s.png')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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