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@warenlg
Last active November 20, 2021 09:18
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Done by Waren Long\n",
"# waren@sourced.tech\n",
"# 01/06/2017"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pickle\n",
"import numpy as np\n",
"import pandas as pd\n",
"import time\n",
"import copy\n",
"\n",
"from pyemd import emd_with_flow"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# https://drive.google.com/open?id=0B-w8jGUJto0iTHdzMVlTVTVSMW8"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"with open(\"/storage/waren/yearly_language_stats.pickle\", \"rb\") as fin:\n",
" dataset = pickle.load(fin)\n",
"nb_users = len(dataset)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'C++'"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open(\"/storage/waren/langs.pickle\", \"rb\") as fin:\n",
" langs = pickle.load(fin)\n",
"nb_langs = len(langs)\n",
"\n",
"to_langs = {v: k for k, v in langs.items()}\n",
"to_langs[1]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((8, ((2014, 6824), (2015, 879))),\n",
" (11, ((2014, 48), (2015, 1572))),\n",
" (21, ((2014, 11920), (2015, 17269))),\n",
" (22, ((2014, 1186),)))"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset[51]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filtering and quantizing the dataset"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Consider users who has only coded between 2000 and 2017\n",
"\n",
"for user, global_coding in enumerate(dataset):\n",
" for lang, code_in_lang in global_coding:\n",
" for year,qtt_coded in code_in_lang:\n",
" if year < 2000 or year > 2017:\n",
" del dataset[user]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Quantization of contributions "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"values = []\n",
"for user in dataset:\n",
" for lang in user:\n",
" for year in lang[1]:\n",
" values.append(year[1])\n",
" \n",
"values = array(values)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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7PO6iu2Bh9vi1OM784C71k7txuxZ4SYvjDGzhkeG+7OM63zoWeq21wzJzPQrh1DHVsiTd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\nGe6S1KD/BzIZzFas0dPIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f840be22438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, bins, _ = hist(values[values < 100000])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from sklearn.neighbors.kde import KernelDensity\n",
"\n",
"kde = KernelDensity(kernel='cosine', bandwidth=0.2).fit(values[:, newaxis])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"estimated = exp(kde.score_samples(arange(0, 100000, 1000)[:,newaxis]))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2.6793318412661389, 135942506095.5)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s1 = trapz(estimated, arange(0, 100000, 1000))\n",
"freq, bins = histogram(values[values < 100000], bins=bins)\n",
"s2 = trapz(freq, bins[:-1])\n",
"s1, s2 "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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uNqxZQFTDWFbc8zvnujRPGABBpmTNUfmspJp/ZI/ijPRTsOb94p24aQ1j0ypo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\nnHOJeMJwzjmXiCcM55xzifz/BRTcoXuy36oAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f840bdfd518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hist(values[values < 100000])\n",
"plot(arange(0, 100000, 1000), estimated * s2 / s1)\n",
"ylabel(\"number of contributions\")\n",
"xlabel(\"size of contributions (Bytes)\")\n",
"savefig(\"contributions.svg\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 3, 6, 11, 17, 27, 44, 70, 100]\n"
]
},
{
"data": {
"text/plain": [
"array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9.])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#9-partition of contributions\n",
"y = estimated * s2 / s1\n",
"y = y[1:]\n",
"elem_area = trapz(y)/10\n",
"xi = [0]\n",
"\n",
"for k in range(9):\n",
" i = 0\n",
" while (trapz(y[xi[k]:xi[k]+i+1]) < elem_area) & (xi[k]+i<100):\n",
" i += 1\n",
" xi.append(xi[k]+i)\n",
" \n",
"print(xi)\n",
"\n",
"classified_values = np.zeros(len(xi))\n",
"\n",
"for i in range(len(xi)):\n",
" classified_values[i] = i\n",
"classified_values"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3000.0"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#return the value of the class where belong the contribution \"val\"\n",
"def stairvalue(value):\n",
" idx = np.searchsorted(xi, value/1000) \n",
" return classified_values[idx-1]*1000\n",
"\n",
"stairvalue(7489)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Get the transion matrices with EMD"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Return the transition matrix of user, between a previous year and the following one\n",
"def get_transition_matrix_pyemd(user, pre_year):\n",
" \n",
" # Get the reactors of user for the previous and following year\n",
" reactors = zeros((len(lang2keep),2), order='f')\n",
" \n",
" for ind, code_in_lang in enumerate(dataset[user]):\n",
" lang = code_in_lang[0]\n",
" \n",
" if lang in lang2keep:\n",
" for year,qtt_coded_year in code_in_lang[1]:\n",
" if year == pre_year:\n",
" reactors[lang2keep.index(lang),0] = stairvalue(qtt_coded_year)\n",
"\n",
" elif year == pre_year+1:\n",
" reactors[lang2keep.index(lang),1] = stairvalue(qtt_coded_year)\n",
"\n",
" # Normalization of reactors \n",
" if (sum(reactors[:,0]) == 0) or (sum(reactors[:,1]) == 0):\n",
" P = zeros((len(lang2keep), len(lang2keep)))\n",
" return P\n",
" \n",
" else: \n",
" for i in [0, 1]:\n",
" reactors[:,i] = [j/sum(reactors[:,i]) for j in reactors[:,i]]\n",
"\n",
" distance = np.ones((len(lang2keep), len(lang2keep)))\n",
" dist, P = emd_with_flow(reactors[:,0], reactors[:,1], distance)\n",
" P = np.asarray(P)\n",
" \n",
" return P"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#return 1 if we need to compute the transition matrix for a given user, year\n",
"#return 0 otherwise\n",
"def existing_matrix(user, year):\n",
"\n",
" years_coding = []\n",
" for ind, code_in_lang in enumerate(dataset[user]):\n",
" for y,qtt_coded_year in code_in_lang[1]:\n",
" if y not in years_coding:\n",
" years_coding.append(y)\n",
" \n",
" years_coding.sort()\n",
" \n",
" if len(years_coding) == 1:\n",
" return 0\n",
" \n",
" elif year not in years_coding[:-1]:\n",
" return 0\n",
" \n",
" else:\n",
" return 1"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2707982"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filtering users and years, take 2 min\n",
"#Consider users who has used more than 1 language\n",
"\n",
"nb_users = len(dataset)\n",
"years2study = [2000 + i for i in range(17)]\n",
"#[2016]\n",
"[2000 + i for i in range(17)]\n",
"#[2013, 2014, 2015]\n",
"all_years = []\n",
"all_users = []\n",
"\n",
"for user in range(nb_users):\n",
" for year in years2study:\n",
" if existing_matrix(user, year) == 1:\n",
" all_users.append(user)\n",
" all_years.append(year)\n",
" \n",
"len(all_users)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Proportion of people who ever tried JavaScript "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.39969415892590043"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"user_js = 0\n",
"for user, global_coding in enumerate(dataset):\n",
" for lang, code_in_lang in global_coding:\n",
" for year,qtt_coded in code_in_lang:\n",
" if lang == langs[\"JavaScript\"]:\n",
" user_js += 1\n",
" break\n",
"user_js / len(dataset)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 25 programming languages to focus on\n",
"# choice of excluding JavaScript (cf blog post)\n",
"lang2keep = [1,2,3,4,5,10,12,16,22,24,28,30,40,44,52,62,64,68,77,80,85,87, 117, 141, 183]\n",
"lang2remove = [i for i in range(nb_langs)]\n",
"\n",
"for i in lang2keep:\n",
" lang2remove.remove(i)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# multiprocessing to get the transitions matrices\n",
"from multiprocessing import Lock, Array\n",
"matrix_lock = Lock()\n",
"global_mem = [Array(\"f\", len(lang2keep) * len(lang2keep)) for _ in range(len(years2study))]\n",
"\n",
"def process_transition_matrix(userid, year):\n",
" matrix = get_transition_matrix_pyemd(userid, year)\n",
" P_global_pyemd = frombuffer(global_mem[year - min(years2study)].get_obj(), dtype=float32).reshape((len(lang2keep), len(lang2keep)))\n",
" with matrix_lock:\n",
" P_global_pyemd += matrix"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from multiprocessing import Pool\n",
"\n",
"P_global_pyemd = [frombuffer(global_mem[year].get_obj(), dtype=float32).reshape((len(lang2keep), len(lang2keep)))\n",
" for year in range(len(years2study))]\n",
"for m in P_global_pyemd:\n",
" m[:] = 0\n",
"\n",
"with Pool(processes=12) as pool:\n",
" pool.starmap(process_transition_matrix, zip(all_users, all_years))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Final treatments and normalization"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'C': 5,\n",
" 'C#': 16,\n",
" 'C++': 1,\n",
" 'COBOL': 183,\n",
" 'Clojure': 52,\n",
" 'Common Lisp': 117,\n",
" 'Erlang': 80,\n",
" 'FORTRAN': 64,\n",
" 'Go': 24,\n",
" 'Haskell': 87,\n",
" 'Java': 22,\n",
" 'Kotlin': 141,\n",
" 'Lua': 62,\n",
" 'Matlab': 85,\n",
" 'Objective-C': 40,\n",
" 'PHP': 3,\n",
" 'Pascal': 44,\n",
" 'Perl': 4,\n",
" 'Python': 2,\n",
" 'R': 30,\n",
" 'Ruby': 12,\n",
" 'Rust': 77,\n",
" 'Scala': 10,\n",
" 'Swift': 28,\n",
" 'Visual Basic': 68}"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#reshape language dictionnaries\n",
"to_langs_25 = copy.deepcopy(to_langs)\n",
"\n",
"for lang in lang2remove:\n",
" del to_langs_25[lang]\n",
" \n",
"langs_25 = {v: k for k, v in to_langs_25.items()}\n",
"langs_25"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"qtt_coded = zeros(len(lang2keep))\n",
"\n",
"for user, global_coding in enumerate(dataset): \n",
" for lang, code_in_lang in global_coding:\n",
" for year,qtt_coded_lang in code_in_lang:\n",
" if lang in lang2keep:\n",
" qtt_coded[lang2keep.index(lang)] += qtt_coded_lang\n",
"qtt_coded /= sum(qtt_coded)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_langs = pd.DataFrame.from_dict(to_langs_25, orient=\"index\")\n",
"df_langs = df_langs.reset_index(drop=True)\n",
"df_langs.columns = [\"Languages\"]\n",
"\n",
"df_qtt_coded = pd.DataFrame(qtt_coded, columns =[\"Bytes\"])\n",
"df_qtt_coded_lang = pd.concat([df_langs, df_qtt_coded], axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"P_global = sum(P_global_pyemd, 0)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"P_global_norm = copy.deepcopy(P_global)\n",
"np.fill_diagonal(P_global_norm, 0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# row normalization\n",
"row_sums = P_global_norm.sum(axis=1)\n",
"for j in range(len(lang2keep)): \n",
" if row_sums[j]!= 0:\n",
" P_global_norm[j,:] = P_global_norm[j,:] / row_sums[j]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Power Iteration"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# power iteration algorithm\n",
"def power_iteration(A, nb_iterations=100, beta=0.85):\n",
" u = np.random.rand(len(lang2keep))\n",
" u = np.reshape(u, (len(lang2keep), 1))\n",
" A = A * beta + ((1 - beta) / len(lang2keep)) * np.ones((len(lang2keep), len(lang2keep)))\n",
" \n",
" for _ in range(nb_iterations):\n",
" u_next = np.dot(A,u)\n",
" u_next_norm = sum(u_next)\n",
" u = u_next / u_next_norm\n",
" \n",
" return u"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Languages</th>\n",
" <th>Bytes</th>\n",
" <th>Popularity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Python</td>\n",
" <td>0.112412</td>\n",
" <td>0.159564</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Java</td>\n",
" <td>0.165554</td>\n",
" <td>0.152842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>C</td>\n",
" <td>0.170913</td>\n",
" <td>0.090552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>C++</td>\n",
" <td>0.125533</td>\n",
" <td>0.090172</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>PHP</td>\n",
" <td>0.243006</td>\n",
" <td>0.083342</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Ruby</td>\n",
" <td>0.025735</td>\n",
" <td>0.081089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>C#</td>\n",
" <td>0.064896</td>\n",
" <td>0.059596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Objective-C</td>\n",
" <td>0.032366</td>\n",
" <td>0.038481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Go</td>\n",
" <td>0.007136</td>\n",
" <td>0.030847</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Swift</td>\n",
" <td>0.003653</td>\n",
" <td>0.025220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Scala</td>\n",
" <td>0.003594</td>\n",
" <td>0.021670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Perl</td>\n",
" <td>0.008998</td>\n",
" <td>0.018812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Haskell</td>\n",
" <td>0.002308</td>\n",
" <td>0.017215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>R</td>\n",
" <td>0.003464</td>\n",
" <td>0.017039</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Lua</td>\n",
" <td>0.007341</td>\n",
" <td>0.016410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Matlab</td>\n",
" <td>0.004792</td>\n",
" <td>0.015619</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Clojure</td>\n",
" <td>0.001857</td>\n",
" <td>0.014649</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Rust</td>\n",
" <td>0.000877</td>\n",
" <td>0.011222</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Erlang</td>\n",
" <td>0.001257</td>\n",
" <td>0.009472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Visual Basic</td>\n",
" <td>0.003615</td>\n",
" <td>0.009210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Common Lisp</td>\n",
" <td>0.001713</td>\n",
" <td>0.008059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>FORTRAN</td>\n",
" <td>0.003382</td>\n",
" <td>0.007791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Kotlin</td>\n",
" <td>0.000185</td>\n",
" <td>0.007594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Pascal</td>\n",
" <td>0.005355</td>\n",
" <td>0.007416</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>COBOL</td>\n",
" <td>0.000058</td>\n",
" <td>0.006117</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Languages Bytes Popularity\n",
"0 Python 0.112412 0.159564\n",
"1 Java 0.165554 0.152842\n",
"2 C 0.170913 0.090552\n",
"3 C++ 0.125533 0.090172\n",
"4 PHP 0.243006 0.083342\n",
"5 Ruby 0.025735 0.081089\n",
"6 C# 0.064896 0.059596\n",
"7 Objective-C 0.032366 0.038481\n",
"8 Go 0.007136 0.030847\n",
"9 Swift 0.003653 0.025220\n",
"10 Scala 0.003594 0.021670\n",
"11 Perl 0.008998 0.018812\n",
"12 Haskell 0.002308 0.017215\n",
"13 R 0.003464 0.017039\n",
"14 Lua 0.007341 0.016410\n",
"15 Matlab 0.004792 0.015619\n",
"16 Clojure 0.001857 0.014649\n",
"17 Rust 0.000877 0.011222\n",
"18 Erlang 0.001257 0.009472\n",
"19 Visual Basic 0.003615 0.009210\n",
"20 Common Lisp 0.001713 0.008059\n",
"21 FORTRAN 0.003382 0.007791\n",
"22 Kotlin 0.000185 0.007594\n",
"23 Pascal 0.005355 0.007416\n",
"24 COBOL 0.000058 0.006117"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# compute eigenvector of the transition matrix \n",
"ev = power_iteration(P_global_norm.T)\n",
"df_ev = pd.DataFrame(ev, columns =[\"Popularity\"])\n",
"df_ev = pd.concat([df_langs, df_qtt_coded, df_ev], axis=1)\n",
"df_ev = df_ev.sort_values(by=\"Popularity\", ascending=False)\n",
"df_ev = df_ev.reset_index(drop=True)\n",
"df_ev"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visuals Sum of all matrices"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# from Erik's code \n",
"# function to visualize a transition matrix\n",
"\n",
"def plot_mat(m, items, cm, fn, fmt, dir_text=None):\n",
" \n",
" s = 4 + len(items) * 0.3\n",
" fig = pyplot.figure(figsize=(s, s))\n",
" ax = fig.add_subplot(111)\n",
" ax.xaxis.set_label_position('top')\n",
" ax.matshow(m + 1, cmap=cm, norm=matplotlib.colors.LogNorm(vmin=numpy.min(m+1), vmax=numpy.max(m+1)))\n",
"\n",
" if dir_text:\n",
" ax.set_xlabel('To language\\n< Smaller %s %10s Larger %s >' % (dir_text, '', dir_text))\n",
" ax.set_ylabel('From language\\n< Larger %s %10s Smaller %s >' % (dir_text, '', dir_text))\n",
" else:\n",
" ax.set_xlabel('To language')\n",
" ax.set_ylabel('From language')\n",
" ax.set_xticks(numpy.arange(0, len(items)))\n",
" ax.set_yticks(numpy.arange(0, len(items)))\n",
" ax.set_xticklabels(items, rotation=90, ha='center')\n",
" ax.set_yticklabels(items, va='center')\n",
" ax.set_xticks(numpy.arange(0.5, len(items)+0.5), minor=True)\n",
" ax.set_yticks(numpy.arange(0.5, len(items)+0.5), minor=True)\n",
" ax.grid(which='minor')\n",
"\n",
" for i in range(len(items)):\n",
" for j in range(len(items)):\n",
" text = fmt % m[i][j]\n",
" if text != fmt % 0:\n",
" ax.text(j, i, text, va='center', ha='center', size=7)\n",
"\n",
" fig.tight_layout()\n",
" pyplot.savefig(fn, dpi=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Reshape transition matrices and dictionaries so that it is comparable with Erik's work "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Erik's ordering + 3 languages (Lisp, Cobol, Kotlin) so that it makes matricx comparaison easier\n",
"ps_erik = [4, 7, 0, 14, 24, 19, 16, 9, 21, 8, 23, 22, 15, 20, 12, 2, 13, 3, 1, 11, 6, 18, 5, 10, 17]"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4whB+aAvcoKqzfLr/nRmNG4MdWtPlAm/bUX4FlptYn4A7o+hLdaIwhd5rZamI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\nA2SWVDDvzu4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6NAuwWs7sQ2eY0LYRvjVn8RvpXMgorWBIYz/e2nuK29fv5/7WwZQbq1md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tp5u6OuQ1+gT7NQ1j4Rz8cjOvHGuiMsPZzJw90u/r7KTVYCPLX4e2rRu7Bt/2ZEV2YO6Eie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\n8I/d/aVsWRQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f8523726ef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot with Erik's order\n",
"plot_mat(P_global[ps_erik,:][:,ps_erik], [to_langs_25[lang2keep[p]] for p in ps_erik], pyplot.cm.OrRd, 'sum_matrix__25lang_e.svg', '%.0f')"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Erik's ordering so that it makes matricx comparaison easier\n",
"pst_erik = [22, 3, 17, 16, 15, 13, 23, 24, 20, 14, 11, 10, 6, 5, 12, 19, 2, 21, 18, 7, 1, 0, 8, 4, 9]\n",
"\n",
"# ordering based on our dominant eigenvector\n",
"pst = sorted(range(len(lang2keep)), key=lambda i: ev[i])"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"| 15.96% | Python |\n",
"| 15.28% | Java |\n",
"| 9.06% | C |\n",
"| 9.02% | C++ |\n",
"| 8.33% | PHP |\n",
"| 8.11% | Ruby |\n",
"| 5.96% | C# |\n",
"| 3.85% | Objective-C |\n",
"| 3.08% | Go |\n",
"| 2.52% | Swift |\n",
"| 2.17% | Scala |\n",
"| 1.88% | Perl |\n",
"| 1.72% | Haskell |\n",
"| 1.70% | R |\n",
"| 1.64% | Lua |\n",
"| 1.56% | Matlab |\n",
"| 1.46% | Clojure |\n",
"| 1.12% | Rust |\n",
"| 0.95% | Erlang |\n",
"| 0.92% | Visual Basic |\n",
"| 0.81% | Common Lisp |\n",
"| 0.78% | FORTRAN |\n",
"| 0.76% | Kotlin |\n",
"| 0.74% | Pascal |\n",
"| 0.61% | COBOL |\n"
]
}
],
"source": [
"for p in reversed(pst):\n",
" print('| %5.2f%% | %20s |' % (ev[p]*100, to_langs_25[lang2keep[p]]))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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dv4SPphWxA1X1saCT63vAe+IG+AjTJFzFuDNugIYc3BX5VkW9qATewTVFi/XR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iwnCr60aX7t3ZsG4tC62ZC6yZ4VHRnD17lmeGVGXOnH3lzJ1bs3Q9ljlZmXS6wrzqXaPZbGZ8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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f84e11af3c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Order from our dominant eigenvector \n",
"plot_mat(P_global_norm[pst,:][:,pst], [to_langs_25[lang2keep[p]] for p in pst], pyplot.cm.BuGn, 'sum_matrix_22lang_eig.svg', '%.2f')\n",
"# from Erik's eigenvector (for comparing)\n",
"#plot_mat(P_global_norm[pst_erik,:][:,pst_erik], [to_langs_25[lang2keep[p]] for p in pst_erik], pyplot.cm.BuGn, 'sum_matrix_25lang_eig_e.svg', '%.2f')"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Timeline"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# setting diagonal values to 0\n",
"list_transition_matrices = copy.deepcopy(P_global_pyemd)\n",
"\n",
"for i in range(len(list_transition_matrices)):\n",
" np.fill_diagonal(list_transition_matrices[i], 0)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# row normalization\n",
"\n",
"for i in range(len(list_transition_matrices)):\n",
" row_sums = list_transition_matrices[i].sum(axis=1)\n",
" for j in range(len(lang2keep)): \n",
" if row_sums[j]!= 0:\n",
" list_transition_matrices[i][j,:] /= row_sums[j]"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"list_ev = []\n",
"list_df_ev = []\n",
"years = [2000 + i for i in range(16)]\n",
"\n",
"for i in range(16):\n",
" list_ev.append(power_iteration(list_transition_matrices[i].T))\n",
" list_df_ev.append(pd.DataFrame(list_ev[i], columns =[\"Popularity\"]))\n",
" list_df_ev[i] = pd.concat([df_langs, list_df_ev[i]], axis=1)\n",
" list_df_ev[i] = list_df_ev[i].sort_values(by=\"Popularity\", ascending=False)\n",
" list_df_ev[i] = list_df_ev[i].reset_index(drop=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Code to plot and save the 16 yearly transition matrices + their corresponding dominant eigenvector"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#%matplotlib inline\n",
"#import pylab as pl\n",
"#from IPython import display\n",
"\n",
"#for year in range(2000,2016):\n",
"# filename = \"P_\" + str(year) + \".svg\"\n",
"# plot_mat(P_global_pyemd[year-2000][ps,:][:,ps], sorted(langs_22), pyplot.cm.OrRd, filename, '%.0f')\n",
"# display.clear_output(wait=True)\n",
"# display.display(pl.gcf())\n",
"# time.sleep(1.0)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#list_pst = []\n",
"#for j in range(len(list_transition_matrices)):\n",
"# list_pst.append(sorted(range(len(lang2keep)), key=lambda i: list_ev[j][i]))\n",
"# print(\"------------------------------------\")\n",
"# print(years[j])\n",
"# print(\"------------------------------------\\n\")\n",
"# for p in reversed(list_pst[j]):\n",
"# print('| %5.2f%% | %20s | %.0f' % (list_ev[j][p]*100, to_langs_22[lang2keep[p]], sorted(range(len(lang2keep)),reverse=True, key=lambda i: list_ev[j][i]).index(p)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Stack Area Plot"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"list_22lang = []\n",
"for key, lang in to_langs_22.items():\n",
" list_22lang.append(lang)\n",
" \n",
"list_22lang = np.asarray(list_22lang)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"color_list = [\"violet\", \"darkmagenta\",\"thistle\", \"rebeccapurple\",\n",
" \"mediumslateblue\", \"lightskyblue\", \n",
" \"navy\", \"lightblue\",\n",
" \"teal\", \"mediumspringgreen\", \"g\", \"greenyellow\", \"olive\",\n",
" \"khaki\", \"darkgoldenrod\", \"gold\", \n",
" \"darkorange\", \"peachpuff\", \"tomato\",\n",
" \"firebrick\", \"rosybrown\", \"dimgray\"]"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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Osr6+ztTUFDMzM9x777183ud9HiMjI4fS2u2XbzszlH5bVT++SfNfBH4YCIB3+rpZnLa7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\nAACDhDgAAAAMEuIAAAAwSIgDAADAoAffz8RITSut+gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7faac7bc2be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Stack Area Plot\n",
"matrix_lang_years = np.zeros((len(lang2keep), len(years)))\n",
"for i in range(16):\n",
" matrix_lang_years[:,i][:,np.newaxis] = np.asarray(list_ev[i][pst[::-1]], dtype = np.float32)\n",
" \n",
"matrix_lang_years[17,:11] = 0 #rust launched in 2012\n",
"matrix_lang_years[16,:6] = 0 #clojure launched in 2007\n",
"matrix_lang_years[10,:2] = 0 #scala launched in 2003\n",
"matrix_lang_years[9,:13] = 0 #swift launched in 2014\n",
"matrix_lang_years[8,:8] = 0 #go launched in 2009\n",
"\n",
"col_sums = matrix_lang_years.sum(axis=0)\n",
"for i in range(16): \n",
" matrix_lang_years[:,i] /= col_sums[i]\n",
"\n",
"\n",
"list_rowstack = []\n",
"for i in range(len(lang2keep)):\n",
" list_rowstack.append(matrix_lang_years[i,:])\n",
"\n",
"\n",
"y = np.row_stack((list_rowstack))\n",
"\n",
"pyplot.stackplot(years, y, labels=list_22lang[pst[::-1]], colors=color_list)\n",
"\n",
"pyplot.legend(loc=3, fontsize=10, bbox_to_anchor=(1,0))\n",
"pyplot.ylabel(\"popularity\", fontsize=15)\n",
"pyplot.xlabel(\"time\", fontsize=15)\n",
"\n",
"pyplot.tick_params(20)\n",
"pyplot.gcf().set_size_inches(15, 12)\n",
"annotate(\"C++\", fontsize=25, xy=(2003, 0.54), weight = 'bold')\n",
"annotate(\"Python\", fontsize=20, xy=(2011, 0.07), weight = 'bold')\n",
"annotate(\"PHP\", fontsize=15, xy=(2011, 0.525), weight = 'bold')\n",
"annotate(\"Perl\", fontsize=18, xy=(2003, 0.83), weight = 'bold')\n",
"annotate(\"C\", fontsize=25, xy=(2003, 0.29), weight = 'bold')\n",
"annotate(\"Scala\", color=\"white\", fontsize=13, xy=(2009.5, 0.815), weight = 'bold')\n",
"annotate(\"Ruby\", fontsize=18, xy=(2009, 0.64), weight = 'bold')\n",
"annotate(\"C#\", color=\"white\", fontsize=15, xy=(2013.3, 0.68), weight = 'bold')\n",
"annotate(\"Java\", fontsize=20, xy=(2011, 0.21), weight = 'bold')\n",
"annotate(\"Swift\", fontsize=14, xy=(2013.3, 0.801), weight = 'bold')\n",
"annotate(\"Go\", fontsize=14, xy=(2014, 0.766), weight = 'bold')\n",
"annotate(\"Objective-C\", fontsize=14, xy=(2009, 0.765), weight = 'bold')\n",
"\n",
"annotate(\"R\", fontsize=14, weight = 'bold', xy=(2012.1,0.876),\n",
" xytext=(2015.5, 0.78),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Haskell\", fontsize=14, weight = 'bold', xy=(2012.6,0.893),\n",
" xytext=(2015.5, 0.81),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Lua\", fontsize=14, weight = 'bold', xy=(2013,0.91),\n",
" xytext=(2015.5, 0.84),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Matlab\", fontsize=14, weight = 'bold', xy=(2013.3,0.927),\n",
" xytext=(2015.5, 0.87),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Clojure\", fontsize=14, weight = 'bold', xy=(2013.5,0.942),\n",
" xytext=(2015.5, 0.9),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Rust\", fontsize=14, weight = 'bold', xy=(2013.68,0.957),\n",
" xytext=(2015.5, 0.93),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Erlang\", fontsize=14, weight = 'bold', xy=(2013.8,0.969),\n",
" xytext=(2015.5, 0.96),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"V B\", fontsize=14, weight = 'bold', xy=(2013.88,0.978),\n",
" xytext=(2015.5, 0.99),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Fortran\", fontsize=14, weight = 'bold', xy=(2013.92,0.987),\n",
" xytext=(2015.5, 1.02),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"annotate(\"Pascal\", fontsize=14, weight = 'bold', xy=(2013.94,0.995),\n",
" xytext=(2015.5, 1.05),\n",
" arrowprops=dict(facecolor='black',arrowstyle=\"-\"))\n",
"\n",
"xlim(2000,2015)\n",
"ylim(0, 1)\n",
"savefig(\"eigenvect_stack_22lang.svg\", transparent=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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