initial commit

app.py

+import numpy as np
+import pandas as pd
+import json
+import pickle
+from flask import Flask, request, jsonify, send_from_directory, redirect
+from werkzeug.utils import secure_filename
+
+app = Flask(__name__)
+
+knn = open("data/knn.sav",'rb')
+knn_model = pickle.load(knn)
+
+@app.route('/', methods=['GET','POST'])
+def index():
+    return send_from_directory('static', 'index.html')
+
+@app.route('/get', methods=['GET'])
+def get():
+    a = request.args['alcohol']
+    b = request.args['malic_acid']
+    c = request.args['ash']
+    d = request.args['alcalinity_of_ash']
+    e = request.args['magnesium']
+    f = request.args['phenols']
+    g = request.args['flavanoids']
+    h = request.args['nonflavanoid_phenols']
+    i = request.args['proanthocyanins']
+    j = request.args['color_intensity']
+    k = request.args['hue']
+    l = request.args['diluted_wines']
+    m = request.args['proline']
+    array = np.array([a,b,c,d,e,f,g,h,i,j,k,l,m])
+
+    d = {}
+    knn_result = knn_model.predict_proba(array.reshape(1,-1))
+    d['knn_result'] = knn_result[0].tolist()    
+    return jsonify(d)
+
+ 
+if __name__ == "__main__":
+    app.run()
\ No newline at end of file

default

+server {
+
+        # root /home/ubuntu/daw_indiv;
+        root /var/www/html;
+
+        index index.html index.htm index.nginx-debian.html;
+    server_name silvasandro.com; # managed by Certbot
+
+
+        location / {
+                proxy_pass http://127.0.0.1:5000;
+        }
+
+        location /static {
+                alias /home/ubuntu/daw_indiv/static;
+        }
+
+
+
+    listen [::]:443 ssl ipv6only=on; # managed by Certbot
+    listen 443 ssl; # managed by Certbot
+    ssl_certificate /etc/letsencrypt/live/silvasandro.com/fullchain.pem; # managed by Certbot
+    ssl_certificate_key /etc/letsencrypt/live/silvasandro.com/privkey.pem; # managed by Certbot
+    include /etc/letsencrypt/options-ssl-nginx.conf; # managed by Certbot
+    ssl_dhparam /etc/letsencrypt/ssl-dhparams.pem; # managed by Certbot
+
+}
+server {
+    if ($host = silvasandro.com) {
+        return 301 https://$host$request_uri;
+    } # managed by Certbot
+
+
+        listen 80 ;
+        listen [::]:80 ;
+    server_name silvasandro.com;
+    return 404; # managed by Certbot
+
+
+}
+

environment.yml

+name: base
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - _ipyw_jlab_nb_ext_conf=0.1.0=py37_0
+  - _libgcc_mutex=0.1=main
+  - anaconda-client=1.7.2=py37_0
+  - anaconda-navigator=1.9.7=py37_0
+  - asn1crypto=1.2.0=py37_0
+  - attrs=19.3.0=py_0
+  - backcall=0.1.0=py37_0
+  - beautifulsoup4=4.8.1=py37_0
+  - blas=1.0=mkl
+  - bleach=3.1.0=py37_0
+  - bzip2=1.0.8=h7b6447c_0
+  - ca-certificates=2019.11.27=0
+  - cairo=1.14.12=h8948797_3
+  - certifi=2019.11.28=py37_0
+  - cffi=1.13.2=py37h2e261b9_0
+  - chardet=3.0.4=py37_1003
+  - click=7.0=py37_0
+  - clyent=1.2.2=py37_1
+  - conda=4.8.0=py37_1
+  - conda-build=3.17.8=py37_0
+  - conda-env=2.6.0=1
+  - conda-package-handling=1.6.0=py37h7b6447c_0
+  - conda-verify=3.1.1=py37_0
+  - cryptography=2.8=py37h1ba5d50_0
+  - dbus=1.13.12=h746ee38_0
+  - decorator=4.4.1=py_0
+  - defusedxml=0.6.0=py_0
+  - entrypoints=0.3=py37_0
+  - expat=2.2.6=he6710b0_0
+  - filelock=3.0.12=py_0
+  - flask=1.0.2=py37_1
+  - flask-socketio=3.3.2=py_0
+  - fontconfig=2.13.0=h9420a91_0
+  - freetype=2.9.1=h8a8886c_1
+  - fribidi=1.0.5=h7b6447c_0
+  - future=0.18.2=py37_0
+  - glib=2.63.1=h5a9c865_0
+  - glob2=0.7=py_0
+  - gmp=6.1.2=h6c8ec71_1
+  - graphite2=1.3.13=h23475e2_0
+  - graphviz=2.40.1=h21bd128_2
+  - gst-plugins-base=1.14.0=hbbd80ab_1
+  - gstreamer=1.14.0=hb453b48_1
+  - harfbuzz=1.8.8=hffaf4a1_0
+  - icu=58.2=h9c2bf20_1
+  - idna=2.8=py37_0
+  - importlib_metadata=1.3.0=py37_0
+  - intel-openmp=2019.4=243
+  - ipykernel=5.1.3=py37h39e3cac_0
+  - ipython=7.10.2=py37h39e3cac_0
+  - ipython_genutils=0.2.0=py37_0
+  - ipywidgets=7.5.1=py_0
+  - itsdangerous=1.1.0=py37_0
+  - jedi=0.15.1=py37_0
+  - jinja2=2.10.3=py_0
+  - jpeg=9b=h024ee3a_2
+  - json5=0.8.5=py_0
+  - jsonschema=3.2.0=py37_0
+  - jupyter_client=5.3.4=py37_0
+  - jupyter_core=4.6.1=py37_0
+  - jupyterlab=1.2.4=pyhf63ae98_0
+  - jupyterlab_server=1.0.6=py_0
+  - libarchive=3.3.3=h5d8350f_5
+  - libedit=3.1.20181209=hc058e9b_0
+  - libffi=3.2.1=hd88cf55_4
+  - libgcc-ng=9.1.0=hdf63c60_0
+  - libgfortran-ng=7.3.0=hdf63c60_0
+  - liblief=0.9.0=h7725739_2
+  - libpng=1.6.37=hbc83047_0
+  - libsodium=1.0.16=h1bed415_0
+  - libstdcxx-ng=9.1.0=hdf63c60_0
+  - libtiff=4.1.0=h2733197_0
+  - libuuid=1.0.3=h1bed415_2
+  - libxcb=1.13=h1bed415_1
+  - libxml2=2.9.9=hea5a465_1
+  - lz4-c=1.8.1.2=h14c3975_0
+  - lzo=2.10=h49e0be7_2
+  - markupsafe=1.1.1=py37h7b6447c_0
+  - mistune=0.8.4=py37h7b6447c_0
+  - mkl=2019.4=243
+  - mkl-service=2.3.0=py37he904b0f_0
+  - mkl_fft=1.0.15=py37ha843d7b_0
+  - mkl_random=1.1.0=py37hd6b4f25_0
+  - more-itertools=8.0.2=py_0
+  - mpi=1.0=openmpi
+  - navigator-updater=0.2.1=py37_0
+  - nbconvert=5.6.1=py37_0
+  - nbformat=4.4.0=py37_0
+  - ncurses=6.1=he6710b0_1
+  - notebook=6.0.2=py37_0
+  - numpy=1.17.4=py37hc1035e2_0
+  - numpy-base=1.17.4=py37hde5b4d6_0
+  - olefile=0.46=py37_0
+  - openmpi=4.0.2=hd49bf07_1
+  - openssl=1.1.1d=h7b6447c_3
+  - pandas=0.25.3=py37he6710b0_0
+  - pandoc=2.2.3.2=0
+  - pandocfilters=1.4.2=py37_1
+  - pango=1.42.4=h049681c_0
+  - parso=0.5.2=py_0
+  - patchelf=0.10=he6710b0_0
+  - pcre=8.43=he6710b0_0
+  - pexpect=4.7.0=py37_0
+  - pickleshare=0.7.5=py37_0
+  - pillow=6.2.1=py37h34e0f95_0
+  - pip=19.3.1=py37_0
+  - pixman=0.38.0=h7b6447c_0
+  - pkginfo=1.5.0.1=py37_0
+  - prometheus_client=0.7.1=py_0
+  - prompt_toolkit=3.0.2=py_0
+  - psutil=5.6.7=py37h7b6447c_0
+  - ptyprocess=0.6.0=py37_0
+  - py-lief=0.9.0=py37h7725739_2
+  - pycosat=0.6.3=py37h14c3975_0
+  - pycparser=2.19=py37_0
+  - pygments=2.5.2=py_0
+  - pyopenssl=19.1.0=py37_0
+  - pyqt=5.9.2=py37h05f1152_2
+  - pyrsistent=0.15.6=py37h7b6447c_0
+  - pysocks=1.7.1=py37_0
+  - python=3.7.3=h0371630_0
+  - python-dateutil=2.8.1=py_0
+  - python-engineio=3.9.3=py_0
+  - python-libarchive-c=2.8=py37_13
+  - python-socketio=3.1.2=py37_0
+  - pytz=2019.3=py_0
+  - pyyaml=5.2=py37h7b6447c_0
+  - pyzmq=18.1.0=py37he6710b0_0
+  - qt=5.9.7=h5867ecd_1
+  - qtpy=1.9.0=py_0
+  - readline=7.0=h7b6447c_5
+  - requests=2.22.0=py37_1
+  - retrying=1.3.3=py37_2
+  - ruamel_yaml=0.15.46=py37h14c3975_0
+  - scikit-learn=0.21.3=py37hd81dba3_0
+  - scipy=1.3.2=py37h7c811a0_0
+  - send2trash=1.5.0=py37_0
+  - setuptools=42.0.2=py37_0
+  - sip=4.19.8=py37hf484d3e_0
+  - six=1.13.0=py37_0
+  - soupsieve=1.9.5=py37_0
+  - sqlite=3.30.1=h7b6447c_0
+  - terminado=0.8.3=py37_0
+  - testpath=0.4.4=py_0
+  - tk=8.6.8=hbc83047_0
+  - tornado=6.0.3=py37h7b6447c_0
+  - tqdm=4.40.2=py_0
+  - traitlets=4.3.3=py37_0
+  - urllib3=1.25.7=py37_0
+  - wcwidth=0.1.7=py37_0
+  - webencodings=0.5.1=py37_1
+  - werkzeug=0.16.0=py_0
+  - wheel=0.33.6=py37_0
+  - widgetsnbextension=3.5.1=py37_0
+  - xz=5.2.4=h14c3975_4
+  - yaml=0.1.7=had09818_2
+  - zeromq=4.3.1=he6710b0_3
+  - zipp=0.6.0=py_0
+  - zlib=1.2.11=h7b6447c_3
+  - zstd=1.3.7=h0b5b093_0
+  - pip:
+    - absl-py==0.7.1
+    - arviz==0.4.1
+    - asteval==0.9.14
+    - astor==0.8.0
+    - atari-py==0.2.6
+    - autograd==1.3
+    - cached-property==1.5.1
+    - cachetools==3.1.1
+    - cftime==1.0.3.4
+    - colorlover==0.3.0
+    - cufflinks==0.15
+    - dash==1.6.0
+    - dash-core-components==1.5.0
+    - dash-html-components==1.0.1
+    - dash-renderer==1.2.0
+    - dash-table==4.5.0
+    - dill==0.3.0
+    - flask-compress==1.4.0
+    - gast==0.2.2
+    - google-auth==1.7.1
+    - google-auth-oauthlib==0.4.1
+    - google-cloud==0.34.0
+    - google-pasta==0.1.7
+    - grpcio==1.23.0
+    - gym==0.15.4
+    - imbalanced-learn==0.4.3
+    - joblib==0.13.2
+    - jupyter-contrib-core==0.3.3
+    - jupyter-contrib-nbextensions==0.5.1
+    - jupyter-highlight-selected-word==0.2.0
+    - jupyter-latex-envs==1.4.6
+    - jupyter-nbextensions-configurator==0.4.1
+    - kaggle==1.5.6
+    - keras==2.3.1
+    - keras-applications==1.0.8
+    - keras-preprocessing==1.1.0
+    - langdetect==1.0.7
+    - lifetimes==0.11.1
+    - linearmodels==4.12
+    - livereload==2.6.1
+    - lmfit==0.9.13
+    - markdown==3.1.1
+    - mglearn==0.1.7
+    - mkdocs==1.0.4
+    - nbopen==0.6
+    - netcdf4==1.5.1.2
+    - oauthlib==3.0.1
+    - opencv-python==4.1.2.30
+    - opt-einsum==3.1.0
+    - peakutils==1.3.2
+    - plotly==4.1.0
+    - pomegranate==0.11.0
+    - powerlaw==1.4.6
+    - protobuf==3.9.1
+    - psycopg2==2.8.3
+    - pyasn1==0.4.8
+    - pyasn1-modules==0.2.7
+    - pyclustering==0.9.0
+    - pydotplus==2.0.2
+    - pyfim==0.2
+    - pyglet==1.3.2
+    - pymc3==3.7
+    - python-graphviz==0.11.1
+    - python-slugify==4.0.0
+    - random-user-agent==1.0.1
+    - requests-oauthlib==1.2.0
+    - rsa==4.0
+    - selenium==3.141.0
+    - shap==0.29.3
+    - spotipy==2.4.4
+    - tensorboard==1.13.1
+    - tensorflow==1.13.1
+    - tensorflow-estimator==1.13.0
+    - termcolor==1.1.0
+    - text-unidecode==1.3
+    - theano==1.0.4
+    - thinkbayes2==2.0.0
+    - uncertainties==3.1.1
+    - unidecode==1.1.1
+    - watermark==1.8.1
+    - wordcloud==1.5.0
+    - xarray==0.12.1
+    - xgboost==0.90
+prefix: /home/ssilva/anaconda3
+

static/css/style.css

+html {
+    margin: 0;
+    padding: 0;
+    height: 100%;
+    min-width: 600px;
+  }
+
+  
+.title{
+    text-align:center;
+    font-size: 54px;
+    font-family: Arial, Helvetica, sans-serif;
+    font-weight: bold;
+    color: #434343;
+    padding: 0px 20%;
+    margin: 10px 0px;
+}
+
+.subtitle{
+    text-align:center;
+    font-size: 26px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 0px 20%;
+    margin: 10px 0px;
+}
+
+code {
+    font-weight: bold;
+}
+.subsection{
+    padding: 40px 20%; 
+    margin: 10px 0px;
+
+}
+
+.subsection-title{
+    text-align:center;
+    font-size: 32px;
+    font-family: Arial, Helvetica, sans-serif;
+    font-weight: bold;
+    color: #434343;
+    padding: 10px 20%;   
+     
+}
+.subsection-prediction-results{
+    text-align:center;
+    font-size: 24px;
+    font-family: Arial, Helvetica, sans-serif;
+    font-weight: bold;
+    color: #434343;
+    padding: 10px 20%;   
+     
+}
+
+.subsection-prediction-subresults{
+    text-align:center;
+    font-size: 18px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 10px 20%;   
+     
+}
+
+.subsection-pred{
+    text-align:center;
+    font-size: 18px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 10px 20%;   
+     
+}
+.subsection-text{
+    text-align:justify;
+    font-size: 20px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 10px 15%;    
+}
+.subsection-list{
+    text-align:left;
+    font-size: 15px;
+    margin-left: 150px;
+    font-weight: lighter;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 0px 20%;    
+}
+
+.subsection-prediction{
+    text-align:center;
+    font-size: 20px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 20px 15%;    
+}
+
+
+.subsection-source{
+    text-align:center;
+    font-size: 20px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 20px 33%;    
+}
+
+.subsection-result{
+    text-align:center;
+    font-size: 20px;
+    font-family: Arial, Helvetica, sans-serif;
+    color: #434343;
+    padding: 10px 20%;    
+}
+/* CAROUSEL */
+
+
+.carousel {
+    margin-left: 15%;
+    margin-right: 15%;
+}
+
+ul.slides {
+    display: block;
+    position: relative;
+    height: 800px;
+    margin: 0;
+    padding: 0;
+    overflow: hidden;
+    list-style: none;
+}
+
+.slides * {
+    user-select: none;
+    -ms-user-select: none;
+    -moz-user-select: none;
+    -khtml-user-select: none;
+    -webkit-user-select: none;
+    -webkit-touch-callout: none;
+}
+
+ul.slides input {
+    display: none; 
+}
+
+
+.slide-container { 
+    display: block; 
+}
+
+.slide-image {
+    display: block;
+    position: absolute;
+    width: 100%;
+    height: 100%;
+    top: 0;
+    opacity: 0;
+    transition: all .7s ease-in-out;
+}   
+
+.slide-image img {
+    width: auto;
+    min-width: 100%;
+    height: 100%;
+}
+
+.carousel-controls {
+    position: absolute;
+    top: 0;
+    left: 0;
+    right: 0;
+    z-index: 999;
+    font-size: 100px;
+    line-height: 600px;
+    color: #fff;
+}
+
+.carousel-controls label {
+    display: none;
+    position: absolute;
+    padding: 0 20px;
+    opacity: 0;
+    transition: opacity .2s;
+    cursor: pointer;
+}
+
+.slide-image:hover + .carousel-controls label{
+    opacity: 0.5;
+}
+
+.carousel-controls label:hover {
+    opacity: 1;
+}
+
+.carousel-controls .prev-slide {
+    width: 49%;
+    text-align: left;
+    left: 0;
+}
+
+.carousel-controls .next-slide {
+    width: 49%;
+    text-align: right;
+    right: 0;
+}
+
+.carousel-dots {
+    position: absolute;
+    left: 0;
+    right: 0;
+    bottom: 20px;
+    z-index: 999;
+    text-align: center;
+}
+
+.carousel-dots .carousel-dot {
+    display: inline-block;
+    width: 30px;
+    height: 30px;
+    border-radius: 50%;
+    background-color: #fff;
+    opacity: 0.5;
+    margin: 10px;
+}
+
+input:checked + .slide-container .slide-image {
+    opacity: 1;
+    transform: scale(1);
+    transition: opacity 1s ease-in-out;
+}
+
+input:checked + .slide-container .carousel-controls label {
+     display: block; 
+}
+
+input#img-1:checked ~ .carousel-dots label#img-dot-1,
+input#img-2:checked ~ .carousel-dots label#img-dot-2,
+input#img-3:checked ~ .carousel-dots label#img-dot-3,
+input#img-4:checked ~ .carousel-dots label#img-dot-4,
+input#img-5:checked ~ .carousel-dots label#img-dot-5,
+input#img-6:checked ~ .carousel-dots label#img-dot-6 {
+	opacity: 1;
+}
+
+input:checked + .slide-container .nav label { 
+    display: block; }
+
+/* HOW TO */
+
+.how-to-header {
+    text-align:center;
+    font-size: 40px;
+    font-family: Arial, Helvetica, sans-serif;
+    font-weight: bold;
+    color: #434343;
+    padding: 20px 20%;
+}
+.how-to {
+    padding: 50px 20%;
+    font-size:x-large;
+    text-align: justify;
+}
+/* FORM */
+
+/* #fields {
+    float:left;
+} */
+
+.form-portion {
+    float:left;
+    width: 350px;
+    /* margin: 20px; */
+    margin-right: 5%;
+    margin-left: 20%;
+}
+
+
+.form-style-7{
+    display:inline;
+	max-width:1200px;
+	margin:20px 30%;
+	background:#fff;
+	/* border-radius:5px; */
+    /* margin:50px; */
+    /* padding-left: 40vw; */
+	font-family: Georgia, "Times New Roman", Times, serif;
+}
+.form-style-7 h1{
+	display: block;
+	text-align: center;
+	padding: 0;
+	margin: 0px 0px 20px 0px;
+	color: #5C5C5C;