dtomlinson/udacity
1
0
Fork 0
Code Issues Pull Requests Releases Wiki Activity

adding projects

Browse Source
This commit is contained in:
Daniel Tomlinson
2019-08-03 22:32:03 +01:00
parent bdf739c6a6
commit 6e65c2ab4d
29 changed files with 56592 additions and 2 deletions
Download Patch File Download Diff File Expand all files Collapse all files

13542
python/Unsupervised Learning/Project/.ipynb_checkpoints/Identify_Customer_Segments-checkpoint.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

86
python/Unsupervised Learning/Project/AZDIAS_Feature_Summary.csv Normal file
View File

@@ -0,0 +1,86 @@
attribute;information_level;type;missing_or_unknown
AGER_TYP;person;categorical;[-1,0]
ALTERSKATEGORIE_GROB;person;ordinal;[-1,0,9]
ANREDE_KZ;person;categorical;[-1,0]
CJT_GESAMTTYP;person;categorical;[0]
FINANZ_MINIMALIST;person;ordinal;[-1]
FINANZ_SPARER;person;ordinal;[-1]
FINANZ_VORSORGER;person;ordinal;[-1]
FINANZ_ANLEGER;person;ordinal;[-1]
FINANZ_UNAUFFAELLIGER;person;ordinal;[-1]
FINANZ_HAUSBAUER;person;ordinal;[-1]
FINANZTYP;person;categorical;[-1]
GEBURTSJAHR;person;numeric;[0]
GFK_URLAUBERTYP;person;categorical;[]
GREEN_AVANTGARDE;person;categorical;[]
HEALTH_TYP;person;ordinal;[-1,0]
LP_LEBENSPHASE_FEIN;person;mixed;[0]
LP_LEBENSPHASE_GROB;person;mixed;[0]
LP_FAMILIE_FEIN;person;categorical;[0]
LP_FAMILIE_GROB;person;categorical;[0]
LP_STATUS_FEIN;person;categorical;[0]
LP_STATUS_GROB;person;categorical;[0]
NATIONALITAET_KZ;person;categorical;[-1,0]
PRAEGENDE_JUGENDJAHRE;person;mixed;[-1,0]
RETOURTYP_BK_S;person;ordinal;[0]
SEMIO_SOZ;person;ordinal;[-1,9]
SEMIO_FAM;person;ordinal;[-1,9]
SEMIO_REL;person;ordinal;[-1,9]
SEMIO_MAT;person;ordinal;[-1,9]
SEMIO_VERT;person;ordinal;[-1,9]
SEMIO_LUST;person;ordinal;[-1,9]
SEMIO_ERL;person;ordinal;[-1,9]
SEMIO_KULT;person;ordinal;[-1,9]
SEMIO_RAT;person;ordinal;[-1,9]
SEMIO_KRIT;person;ordinal;[-1,9]
SEMIO_DOM;person;ordinal;[-1,9]
SEMIO_KAEM;person;ordinal;[-1,9]
SEMIO_PFLICHT;person;ordinal;[-1,9]
SEMIO_TRADV;person;ordinal;[-1,9]
SHOPPER_TYP;person;categorical;[-1]
SOHO_KZ;person;categorical;[-1]
TITEL_KZ;person;categorical;[-1,0]
VERS_TYP;person;categorical;[-1]
ZABEOTYP;person;categorical;[-1,9]
ALTER_HH;household;interval;[0]
ANZ_PERSONEN;household;numeric;[]
ANZ_TITEL;household;numeric;[]
HH_EINKOMMEN_SCORE;household;ordinal;[-1,0]
KK_KUNDENTYP;household;categorical;[-1]
W_KEIT_KIND_HH;household;ordinal;[-1,0]
WOHNDAUER_2008;household;ordinal;[-1,0]
ANZ_HAUSHALTE_AKTIV;building;numeric;[0]
ANZ_HH_TITEL;building;numeric;[]
GEBAEUDETYP;building;categorical;[-1,0]
KONSUMNAEHE;building;ordinal;[]
MIN_GEBAEUDEJAHR;building;numeric;[0]
OST_WEST_KZ;building;categorical;[-1]
WOHNLAGE;building;mixed;[-1]
CAMEO_DEUG_2015;microcell_rr4;categorical;[-1,X]
CAMEO_DEU_2015;microcell_rr4;categorical;[XX]
CAMEO_INTL_2015;microcell_rr4;mixed;[-1,XX]
KBA05_ANTG1;microcell_rr3;ordinal;[-1]
KBA05_ANTG2;microcell_rr3;ordinal;[-1]
KBA05_ANTG3;microcell_rr3;ordinal;[-1]
KBA05_ANTG4;microcell_rr3;ordinal;[-1]
KBA05_BAUMAX;microcell_rr3;mixed;[-1,0]
KBA05_GBZ;microcell_rr3;ordinal;[-1,0]
BALLRAUM;postcode;ordinal;[-1]
EWDICHTE;postcode;ordinal;[-1]
INNENSTADT;postcode;ordinal;[-1]
GEBAEUDETYP_RASTER;region_rr1;ordinal;[]
KKK;region_rr1;ordinal;[-1,0]
MOBI_REGIO;region_rr1;ordinal;[]
ONLINE_AFFINITAET;region_rr1;ordinal;[]
REGIOTYP;region_rr1;ordinal;[-1,0]
KBA13_ANZAHL_PKW;macrocell_plz8;numeric;[]
PLZ8_ANTG1;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG2;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG3;macrocell_plz8;ordinal;[-1]
PLZ8_ANTG4;macrocell_plz8;ordinal;[-1]
PLZ8_BAUMAX;macrocell_plz8;mixed;[-1,0]
PLZ8_HHZ;macrocell_plz8;ordinal;[-1]
PLZ8_GBZ;macrocell_plz8;ordinal;[-1]
ARBEIT;community;ordinal;[-1,9]
ORTSGR_KLS9;community;ordinal;[-1,0]
RELAT_AB;community;ordinal;[-1,9]
1 attribute information_level type missing_or_unknown
2 AGER_TYP person categorical [-1,0]
3 ALTERSKATEGORIE_GROB person ordinal [-1,0,9]
4 ANREDE_KZ person categorical [-1,0]
5 CJT_GESAMTTYP person categorical [0]
6 FINANZ_MINIMALIST person ordinal [-1]
7 FINANZ_SPARER person ordinal [-1]
8 FINANZ_VORSORGER person ordinal [-1]
9 FINANZ_ANLEGER person ordinal [-1]
10 FINANZ_UNAUFFAELLIGER person ordinal [-1]
11 FINANZ_HAUSBAUER person ordinal [-1]
12 FINANZTYP person categorical [-1]
13 GEBURTSJAHR person numeric [0]
14 GFK_URLAUBERTYP person categorical []
15 GREEN_AVANTGARDE person categorical []
16 HEALTH_TYP person ordinal [-1,0]
17 LP_LEBENSPHASE_FEIN person mixed [0]
18 LP_LEBENSPHASE_GROB person mixed [0]
19 LP_FAMILIE_FEIN person categorical [0]
20 LP_FAMILIE_GROB person categorical [0]
21 LP_STATUS_FEIN person categorical [0]
22 LP_STATUS_GROB person categorical [0]
23 NATIONALITAET_KZ person categorical [-1,0]
24 PRAEGENDE_JUGENDJAHRE person mixed [-1,0]
25 RETOURTYP_BK_S person ordinal [0]
26 SEMIO_SOZ person ordinal [-1,9]
27 SEMIO_FAM person ordinal [-1,9]
28 SEMIO_REL person ordinal [-1,9]
29 SEMIO_MAT person ordinal [-1,9]
30 SEMIO_VERT person ordinal [-1,9]
31 SEMIO_LUST person ordinal [-1,9]
32 SEMIO_ERL person ordinal [-1,9]
33 SEMIO_KULT person ordinal [-1,9]
34 SEMIO_RAT person ordinal [-1,9]
35 SEMIO_KRIT person ordinal [-1,9]
36 SEMIO_DOM person ordinal [-1,9]
37 SEMIO_KAEM person ordinal [-1,9]
38 SEMIO_PFLICHT person ordinal [-1,9]
39 SEMIO_TRADV person ordinal [-1,9]
40 SHOPPER_TYP person categorical [-1]
41 SOHO_KZ person categorical [-1]
42 TITEL_KZ person categorical [-1,0]
43 VERS_TYP person categorical [-1]
44 ZABEOTYP person categorical [-1,9]
45 ALTER_HH household interval [0]
46 ANZ_PERSONEN household numeric []
47 ANZ_TITEL household numeric []
48 HH_EINKOMMEN_SCORE household ordinal [-1,0]
49 KK_KUNDENTYP household categorical [-1]
50 W_KEIT_KIND_HH household ordinal [-1,0]
51 WOHNDAUER_2008 household ordinal [-1,0]
52 ANZ_HAUSHALTE_AKTIV building numeric [0]
53 ANZ_HH_TITEL building numeric []
54 GEBAEUDETYP building categorical [-1,0]
55 KONSUMNAEHE building ordinal []
56 MIN_GEBAEUDEJAHR building numeric [0]
57 OST_WEST_KZ building categorical [-1]
58 WOHNLAGE building mixed [-1]
59 CAMEO_DEUG_2015 microcell_rr4 categorical [-1,X]
60 CAMEO_DEU_2015 microcell_rr4 categorical [XX]
61 CAMEO_INTL_2015 microcell_rr4 mixed [-1,XX]
62 KBA05_ANTG1 microcell_rr3 ordinal [-1]
63 KBA05_ANTG2 microcell_rr3 ordinal [-1]
64 KBA05_ANTG3 microcell_rr3 ordinal [-1]
65 KBA05_ANTG4 microcell_rr3 ordinal [-1]
66 KBA05_BAUMAX microcell_rr3 mixed [-1,0]
67 KBA05_GBZ microcell_rr3 ordinal [-1,0]
68 BALLRAUM postcode ordinal [-1]
69 EWDICHTE postcode ordinal [-1]
70 INNENSTADT postcode ordinal [-1]
71 GEBAEUDETYP_RASTER region_rr1 ordinal []
72 KKK region_rr1 ordinal [-1,0]
73 MOBI_REGIO region_rr1 ordinal []
74 ONLINE_AFFINITAET region_rr1 ordinal []
75 REGIOTYP region_rr1 ordinal [-1,0]
76 KBA13_ANZAHL_PKW macrocell_plz8 numeric []
77 PLZ8_ANTG1 macrocell_plz8 ordinal [-1]
78 PLZ8_ANTG2 macrocell_plz8 ordinal [-1]
79 PLZ8_ANTG3 macrocell_plz8 ordinal [-1]
80 PLZ8_ANTG4 macrocell_plz8 ordinal [-1]
81 PLZ8_BAUMAX macrocell_plz8 mixed [-1,0]
82 PLZ8_HHZ macrocell_plz8 ordinal [-1]
83 PLZ8_GBZ macrocell_plz8 ordinal [-1]
84 ARBEIT community ordinal [-1,9]
85 ORTSGR_KLS9 community ordinal [-1,0]
86 RELAT_AB community ordinal [-1,9]

270
python/Unsupervised Learning/Project/Data_Dictionary.md Normal file
View File

@@ -0,0 +1,270 @@
<!DOCTYPE HTML>
<html>
<head>
<meta charset="utf-8">
<title>Data_Dictionary.md (editing)</title>
<link id="favicon" rel="shortcut icon" type="image/x-icon" href="/static/base/images/favicon-file.ico?v=e2776a7f45692c839d6eea7d7ff6f3b2">
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<link rel="stylesheet" href="/static/components/jquery-ui/themes/smoothness/jquery-ui.min.css?v=3c2a865c832a1322285c55c6ed99abb2" type="text/css" />
<link rel="stylesheet" href="/static/components/jquery-typeahead/dist/jquery.typeahead.min.css?v=7afb461de36accb1aa133a1710f5bc56" type="text/css" />
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<link rel="stylesheet" href="/static/components/codemirror/lib/codemirror.css?v=288352df06a67ee35003b0981da414ac">
<link rel="stylesheet" href="/static/components/codemirror/addon/dialog/dialog.css?v=c89dce10b44d2882a024e7befc2b63f5">
<link rel="stylesheet" href="/static/style/style.min.css?v=4b4b8cb1e49605137f77fed041f8922b" type="text/css"/>
<link rel="stylesheet" href="/custom/custom.css" type="text/css" />
<script src="/static/components/es6-promise/promise.min.js?v=f004a16cb856e0ff11781d01ec5ca8fe" type="text/javascript" charset="utf-8"></script>
<script src="/static/components/preact/index.js?v=00a2fac73c670ce39ac53d26640eb542" type="text/javascript"></script>
<script src="/static/components/proptypes/index.js?v=c40890eb04df9811fcc4d47e53a29604" type="text/javascript"></script>
<script src="/static/components/preact-compat/index.js?v=aea8f6660e54b18ace8d84a9b9654c1c" type="text/javascript"></script>
<script src="/static/components/requirejs/require.js?v=951f856e81496aaeec2e71a1c2c0d51f" type="text/javascript" charset="utf-8"></script>
<script>
require.config({
urlArgs: "v=20190803205012",
baseUrl: '/static/',
paths: {
'auth/js/main': 'auth/js/main.min',
custom : '/custom',
nbextensions : '/nbextensions',
kernelspecs : '/kernelspecs',
underscore : 'components/underscore/underscore-min',
backbone : 'components/backbone/backbone-min',
jed: 'components/jed/jed',
jquery: 'components/jquery/jquery.min',
json: 'components/requirejs-plugins/src/json',
text: 'components/requirejs-text/text',
bootstrap: 'components/bootstrap/js/bootstrap.min',
bootstraptour: 'components/bootstrap-tour/build/js/bootstrap-tour.min',
'jquery-ui': 'components/jquery-ui/jquery-ui.min',
moment: 'components/moment/min/moment-with-locales',
codemirror: 'components/codemirror',
termjs: 'components/xterm.js/xterm',
typeahead: 'components/jquery-typeahead/dist/jquery.typeahead.min',
},
map: { // for backward compatibility
"*": {
"jqueryui": "jquery-ui",
}
},
shim: {
typeahead: {
deps: ["jquery"],
exports: "typeahead"
},
underscore: {
exports: '_'
},
backbone: {
deps: ["underscore", "jquery"],
exports: "Backbone"
},
bootstrap: {
deps: ["jquery"],
exports: "bootstrap"
},
bootstraptour: {
deps: ["bootstrap"],
exports: "Tour"
},
"jquery-ui": {
deps: ["jquery"],
exports: "$"
}
},
waitSeconds: 30,
});
require.config({
map: {
'*':{
'contents': 'services/contents',
}
}
});
// error-catching custom.js shim.
define("custom", function (require, exports, module) {
try {
var custom = require('custom/custom');
console.debug('loaded custom.js');
return custom;
} catch (e) {
console.error("error loading custom.js", e);
return {};
}
})
document.nbjs_translations = {"domain": "nbjs", "locale_data": {"nbjs": {"": {"domain": "nbjs"}}}};
document.documentElement.lang = navigator.language.toLowerCase();
</script>
</head>
<body class="edit_app "
data-base-url="/"
data-file-path="Data_Dictionary.md"
dir="ltr">
<noscript>
<div id='noscript'>
Jupyter Notebook requires JavaScript.<br>
Please enable it to proceed.
</div>
</noscript>
<div id="header">
<div id="header-container" class="container">
<div id="ipython_notebook" class="nav navbar-brand"><a href="/tree" title='dashboard'>
<img src='/static/base/images/logo.png?v=641991992878ee24c6f3826e81054a0f' alt='Jupyter Notebook'/>
</a></div>
<span id="save_widget" class="pull-left save_widget">
<span class="filename"></span>
<span class="last_modified"></span>
</span>
<span id="login_widget">
</span>
</div>
<div class="header-bar"></div>
<div id="menubar-container" class="container">
<div id="menubar">
<div id="menus" class="navbar navbar-default" role="navigation">
<div class="container-fluid">
<p class="navbar-text indicator_area">
<span id="current-mode" >current mode</span>
</p>
<button type="button" class="btn btn-default navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse">
<i class="fa fa-bars"></i>
<span class="navbar-text">Menu</span>
</button>
<ul class="nav navbar-nav navbar-right">
<li id="notification_area"></li>
</ul>
<div class="navbar-collapse collapse">
<ul class="nav navbar-nav">
<li class="dropdown"><a href="#" class="dropdown-toggle" data-toggle="dropdown">File</a>
<ul id="file-menu" class="dropdown-menu">
<li id="new-file"><a href="#">New</a></li>
<li id="save-file"><a href="#">Save</a></li>
<li id="rename-file"><a href="#">Rename</a></li>
<li id="download-file"><a href="#">Download</a></li>
</ul>
</li>
<li class="dropdown"><a href="#" class="dropdown-toggle" data-toggle="dropdown">Edit</a>
<ul id="edit-menu" class="dropdown-menu">
<li id="menu-find"><a href="#">Find</a></li>
<li id="menu-replace"><a href="#">Find &amp; Replace</a></li>
<li class="divider"></li>
<li class="dropdown-header">Key Map</li>
<li id="menu-keymap-default"><a href="#">Default<i class="fa"></i></a></li>
<li id="menu-keymap-sublime"><a href="#">Sublime Text<i class="fa"></i></a></li>
<li id="menu-keymap-vim"><a href="#">Vim<i class="fa"></i></a></li>
<li id="menu-keymap-emacs"><a href="#">emacs<i class="fa"></i></a></li>
</ul>
</li>
<li class="dropdown"><a href="#" class="dropdown-toggle" data-toggle="dropdown">View</a>
<ul id="view-menu" class="dropdown-menu">
<li id="toggle_header" title="Show/Hide the logo and notebook title (above menu bar)">
<a href="#">Toggle Header</a></li>
<li id="menu-line-numbers"><a href="#">Toggle Line Numbers</a></li>
</ul>
</li>
<li class="dropdown"><a href="#" class="dropdown-toggle" data-toggle="dropdown">Language</a>
<ul id="mode-menu" class="dropdown-menu">
</ul>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
<div class="lower-header-bar"></div>
</div>
<div id="site">
<div id="texteditor-backdrop">
<div id="texteditor-container" class="container"></div>
</div>
</div>
<script src="/static/edit/js/main.min.js?v=ac978ed627b00fbfa328acc3f14b22fb" type="text/javascript" charset="utf-8"></script>
<script type='text/javascript'>
function _remove_token_from_url() {
if (window.location.search.length <= 1) {
return;
}
var search_parameters = window.location.search.slice(1).split('&');
for (var i = 0; i < search_parameters.length; i++) {
if (search_parameters[i].split('=')[0] === 'token') {
// remote token from search parameters
search_parameters.splice(i, 1);
var new_search = '';
if (search_parameters.length) {
new_search = '?' + search_parameters.join('&');
}
var new_url = window.location.origin +
window.location.pathname +
new_search +
window.location.hash;
window.history.replaceState({}, "", new_url);
return;
}
}
}
_remove_token_from_url();
</script>
</body>
</html>

26907
python/Unsupervised Learning/Project/Identify_Customer_Segments.html Normal file
View File

File diff suppressed because one or more lines are too long

13542
python/Unsupervised Learning/Project/Identify_Customer_Segments.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

BIN
python/Unsupervised Learning/Project/cluster0 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster1 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster2 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster3 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster4 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster5 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster6 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster7 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster8 Normal file
View File

Binary file not shown.

BIN
python/Unsupervised Learning/Project/cluster9 Normal file
View File

Binary file not shown.