diff --git a/RDS-postgres/SOUNDDRIP/.ebextensions/SounddripDev-env.config b/RDS-postgres/SOUNDDRIP/.ebextensions/SounddripDev-env.config
new file mode 100644
index 0000000..9cb51c0
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/.ebextensions/SounddripDev-env.config
@@ -0,0 +1,9 @@
+option_settings:
+  "aws:elasticbeanstalk:container:python":
+    WSGIPath: application.py
+files:
+  "/etc/httpd/conf.d/wsgi_custom.conf":
+    mode: "000644"
+    owner: root
+    group: root
+    content: WSGIApplicationGroup %{GLOBAL} 
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/.ebignore b/RDS-postgres/SOUNDDRIP/.ebignore
new file mode 100644
index 0000000..795c120
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/.ebignore
@@ -0,0 +1 @@
+sounddrip
diff --git a/RDS-postgres/SOUNDDRIP/application.py b/RDS-postgres/SOUNDDRIP/application.py
new file mode 100644
index 0000000..f1e598b
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/application.py
@@ -0,0 +1,33 @@
+# import spotipy
+# import spotipy.util as util
+from flask import (Flask, render_template, request,
+                   make_response,
+                   jsonify)
+
+from models.predict import predictfunc, get_id, get_features, instantiate_sp
+
+
+# Create Flask app. Should use "application" as variable name for AWS
+application = Flask(__name__)
+
+
+
+# Main Default page
+@application.route("/request", methods=['GET', 'POST'])
+def prediction():
+  ''''request flask route takes token passed in from FE POST and outputs the 20 most similar songs'''
+  content = request.get_json(silent=True)
+  token = content["token"]
+  sp = instantiate_sp(token)
+  id = get_id(sp)
+  features = get_features(id, sp)
+  return jsonify(predictfunc(features), print('yay'))
+
+
+@application.route("/")
+def root():
+    return """Hello, I am working right now. send your request to {/request}"""
+
+
+if __name__ == "__main__":
+    application.run()
diff --git a/RDS-postgres/SOUNDDRIP/data/song_id_list2.joblib b/RDS-postgres/SOUNDDRIP/data/song_id_list2.joblib
new file mode 100644
index 0000000..c93a7e2
Binary files /dev/null and b/RDS-postgres/SOUNDDRIP/data/song_id_list2.joblib differ
diff --git a/RDS-postgres/SOUNDDRIP/data/song_id_list2.pkl b/RDS-postgres/SOUNDDRIP/data/song_id_list2.pkl
new file mode 100644
index 0000000..46d471f
Binary files /dev/null and b/RDS-postgres/SOUNDDRIP/data/song_id_list2.pkl differ
diff --git a/RDS-postgres/SOUNDDRIP/misc/robots.txt b/RDS-postgres/SOUNDDRIP/misc/robots.txt
new file mode 100644
index 0000000..14267e9
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/misc/robots.txt
@@ -0,0 +1,2 @@
+User-agent: *
+Allow: /
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/models/model2.joblib b/RDS-postgres/SOUNDDRIP/models/model2.joblib
new file mode 100644
index 0000000..92aa842
Binary files /dev/null and b/RDS-postgres/SOUNDDRIP/models/model2.joblib differ
diff --git a/RDS-postgres/SOUNDDRIP/models/original_model.py b/RDS-postgres/SOUNDDRIP/models/original_model.py
new file mode 100644
index 0000000..99cbad8
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/models/original_model.py
@@ -0,0 +1,37 @@
+        """Ihis file contains def for spotify api"""
+"""Data engnering, cosine_similarity, and all_similarities"""
+
+import spotipy
+from spotipy.oauth2 import SpotifyClientCredentials
+import pandas as pd
+import numpy as np
+
+"""This def Grants access to spotify API"""
+def cred_init(cli_id, cli_secret):
+    client_credentials_manager = SpotifyClientCredentials(
+        client_id=cli_id, 
+        client_secret=cli_secret)
+    client_credentials_manager = client_credentials_manager
+    sp = spotipy.Spotify(client_credentials_manager=
+                         client_credentials_manager)
+return sp
+
+"""This def organizes pandas dataframe from a csv"""
+def original_data_engnering(csv1, csv2):
+    df = pd.read_csv(csv1)
+    df_other = pd.read_csv(csv2)
+    df = df.drop('popularity', 1)
+    df = df.drop('duration_ms', 1)
+    df = df.dropna()
+    df_other = df_other.drop('popularity', 1)
+    df_other = df_other.drop('duration_ms', 1)
+    df_other = df_other.dropna()
+    df = pd.concat([df,df_other]).
+                    drop_duplicates().
+                    reset_index(drop=True)
+    dfy = df[['artist_name','track_id', 'track_name']]
+    df2 = df.drop('artist_name', 1)
+    df2 = df2.drop('track_id', 1)
+    df2 = df2.drop('track_name', 1)
+    array = df2.values
+return dfy, array
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/models/predict.py b/RDS-postgres/SOUNDDRIP/models/predict.py
new file mode 100644
index 0000000..de740b7
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/models/predict.py
@@ -0,0 +1,74 @@
+import spotipy
+import spotipy.util as util
+from sklearn.neighbors import NearestNeighbors
+from sklearn.preprocessing import StandardScaler, MinMaxScaler
+from flask import request
+import pandas as pd
+from pandas.io.json import json_normalize
+from flask import jsonify
+from joblib import load
+import pickle
+
+
+def instantiate_sp(token):
+    sp = spotipy.Spotify(auth=token)
+    return sp
+
+
+def get_id(sp):
+    results = sp.current_user_saved_tracks()
+    song_id = results['items'][0]['track']['id']
+    return song_id
+
+
+def get_features(song_id,sp):
+    results_dict = sp.audio_features(song_id)[0]
+    audio_features = {
+        "audio_features": {
+            key: results_dict[key] for key in results_dict.keys() & {
+                'danceability',
+                'energy',
+                'key',
+                'loudness',
+                'mode',
+                'speechiness',
+                'acousticness',
+                'instrumentalness',
+                'liveness',
+                'valence',
+                'tempo',
+                'time_signature'}}}
+
+    return audio_features
+
+
+def predictfunc(content):
+    similar_songs = []
+    print('Loading dataframe...')
+    dataframe = pd.DataFrame.from_dict(
+        json_normalize(content['audio_features']),
+        orient='columns')
+    print('Dataframe Object Created')
+    print('Loading pickled scaler...')
+    scaler = load('./models/scalar2.joblib')
+    print('Pickled scaler loaded')
+    print('Scaling dataframe object...')
+    dataframe_scaled = scaler.transform(dataframe)
+    print('Dataframe scaled')
+    print('Loading pickled model...')
+    model = load('./models/model2.joblib')
+    print('Model loaded')
+    results = model.kneighbors([dataframe_scaled][0])[1]
+    print('Prediction executed')
+    print('song_id_list loading...')
+    #song_id_list = load('./data/song_id_list2.joblib')
+    # (added 3.4 sec to run time)
+    song_id_list = pickle.load(open('./data/song_id_list2.pkl', 'rb'))
+    print('song_id_list loaded')
+
+    print('beginning for loop...')
+    for song_row in results[0][1:]:
+        song_id = song_id_list[song_row]
+        similar_songs.append({'similarity': [.99], 'values': song_id})
+    json_dict = {"songs": similar_songs}
+    return json_dict
diff --git a/RDS-postgres/SOUNDDRIP/models/scalar2.joblib b/RDS-postgres/SOUNDDRIP/models/scalar2.joblib
new file mode 100644
index 0000000..e1ea1c1
Binary files /dev/null and b/RDS-postgres/SOUNDDRIP/models/scalar2.joblib differ
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate
new file mode 100644
index 0000000..6e6055c
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate
@@ -0,0 +1,84 @@
+# This file must be used with "source bin/activate" *from bash*
+# you cannot run it directly
+
+
+if [ "${BASH_SOURCE-}" = "$0" ]; then
+    echo "You must source this script: \$ source $0" >&2
+    exit 33
+fi
+
+deactivate () {
+    unset -f pydoc >/dev/null 2>&1
+
+    # reset old environment variables
+    # ! [ -z ${VAR+_} ] returns true if VAR is declared at all
+    if ! [ -z "${_OLD_VIRTUAL_PATH:+_}" ] ; then
+        PATH="$_OLD_VIRTUAL_PATH"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if ! [ -z "${_OLD_VIRTUAL_PYTHONHOME+_}" ] ; then
+        PYTHONHOME="$_OLD_VIRTUAL_PYTHONHOME"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # This should detect bash and zsh, which have a hash command that must
+    # be called to get it to forget past commands.  Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    if [ -n "${BASH-}" ] || [ -n "${ZSH_VERSION-}" ] ; then
+        hash -r 2>/dev/null
+    fi
+
+    if ! [ -z "${_OLD_VIRTUAL_PS1+_}" ] ; then
+        PS1="$_OLD_VIRTUAL_PS1"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    if [ ! "${1-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+VIRTUAL_ENV="/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres"
+export VIRTUAL_ENV
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/bin:$PATH"
+export PATH
+
+# unset PYTHONHOME if set
+if ! [ -z "${PYTHONHOME+_}" ] ; then
+    _OLD_VIRTUAL_PYTHONHOME="$PYTHONHOME"
+    unset PYTHONHOME
+fi
+
+if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT-}" ] ; then
+    _OLD_VIRTUAL_PS1="${PS1-}"
+    if [ "x" != x ] ; then
+        PS1="${PS1-}"
+    else
+        PS1="(`basename \"$VIRTUAL_ENV\"`) ${PS1-}"
+    fi
+    export PS1
+fi
+
+# Make sure to unalias pydoc if it's already there
+alias pydoc 2>/dev/null >/dev/null && unalias pydoc || true
+
+pydoc () {
+    python -m pydoc "$@"
+}
+
+# This should detect bash and zsh, which have a hash command that must
+# be called to get it to forget past commands.  Without forgetting
+# past commands the $PATH changes we made may not be respected
+if [ -n "${BASH-}" ] || [ -n "${ZSH_VERSION-}" ] ; then
+    hash -r 2>/dev/null
+fi
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.csh b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.csh
new file mode 100644
index 0000000..184267f
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.csh
@@ -0,0 +1,55 @@
+# This file must be used with "source bin/activate.csh" *from csh*.
+# You cannot run it directly.
+# Created by Davide Di Blasi <davidedb@gmail.com>.
+
+set newline='\
+'
+
+alias deactivate 'test $?_OLD_VIRTUAL_PATH != 0 && setenv PATH "$_OLD_VIRTUAL_PATH:q" && unset _OLD_VIRTUAL_PATH; rehash; test $?_OLD_VIRTUAL_PROMPT != 0 && set prompt="$_OLD_VIRTUAL_PROMPT:q" && unset _OLD_VIRTUAL_PROMPT; unsetenv VIRTUAL_ENV; test "\!:*" != "nondestructive" && unalias deactivate && unalias pydoc'
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+setenv VIRTUAL_ENV "/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres"
+
+set _OLD_VIRTUAL_PATH="$PATH:q"
+setenv PATH "$VIRTUAL_ENV:q/bin:$PATH:q"
+
+
+
+if ("" != "") then
+    set env_name = ""
+else
+    set env_name = '('"$VIRTUAL_ENV:t:q"') '
+endif
+
+if ( $?VIRTUAL_ENV_DISABLE_PROMPT ) then
+    if ( $VIRTUAL_ENV_DISABLE_PROMPT == "" ) then
+        set do_prompt = "1"
+    else
+        set do_prompt = "0"
+    endif
+else
+    set do_prompt = "1"
+endif
+
+if ( $do_prompt == "1" ) then
+    # Could be in a non-interactive environment,
+    # in which case, $prompt is undefined and we wouldn't
+    # care about the prompt anyway.
+    if ( $?prompt ) then
+        set _OLD_VIRTUAL_PROMPT="$prompt:q"
+        if ( "$prompt:q" =~ *"$newline:q"* ) then
+            :
+        else
+            set prompt = "$env_name:q$prompt:q"
+        endif
+    endif
+endif
+
+unset env_name
+unset do_prompt
+
+alias pydoc python -m pydoc
+
+rehash
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.fish b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.fish
new file mode 100644
index 0000000..d67fbeb
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.fish
@@ -0,0 +1,102 @@
+# This file must be used using `source bin/activate.fish` *within a running fish ( http://fishshell.com ) session*.
+# Do not run it directly.
+
+function _bashify_path -d "Converts a fish path to something bash can recognize"
+    set fishy_path $argv
+    set bashy_path $fishy_path[1]
+    for path_part in $fishy_path[2..-1]
+        set bashy_path "$bashy_path:$path_part"
+    end
+    echo $bashy_path
+end
+
+function _fishify_path -d "Converts a bash path to something fish can recognize"
+    echo $argv | tr ':' '\n'
+end
+
+function deactivate -d 'Exit virtualenv mode and return to the normal environment.'
+    # reset old environment variables
+    if test -n "$_OLD_VIRTUAL_PATH"
+        # https://github.com/fish-shell/fish-shell/issues/436 altered PATH handling
+        if test (echo $FISH_VERSION | tr "." "\n")[1] -lt 3
+            set -gx PATH (_fishify_path $_OLD_VIRTUAL_PATH)
+        else
+            set -gx PATH $_OLD_VIRTUAL_PATH
+        end
+        set -e _OLD_VIRTUAL_PATH
+    end
+
+    if test -n "$_OLD_VIRTUAL_PYTHONHOME"
+        set -gx PYTHONHOME $_OLD_VIRTUAL_PYTHONHOME
+        set -e _OLD_VIRTUAL_PYTHONHOME
+    end
+
+    if test -n "$_OLD_FISH_PROMPT_OVERRIDE"
+       and functions -q _old_fish_prompt
+        # Set an empty local `$fish_function_path` to allow the removal of `fish_prompt` using `functions -e`.
+        set -l fish_function_path
+
+        # Erase virtualenv's `fish_prompt` and restore the original.
+        functions -e fish_prompt
+        functions -c _old_fish_prompt fish_prompt
+        functions -e _old_fish_prompt
+        set -e _OLD_FISH_PROMPT_OVERRIDE
+    end
+
+    set -e VIRTUAL_ENV
+
+    if test "$argv[1]" != 'nondestructive'
+        # Self-destruct!
+        functions -e pydoc
+        functions -e deactivate
+        functions -e _bashify_path
+        functions -e _fishify_path
+    end
+end
+
+# Unset irrelevant variables.
+deactivate nondestructive
+
+set -gx VIRTUAL_ENV "/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres"
+
+# https://github.com/fish-shell/fish-shell/issues/436 altered PATH handling
+if test (echo $FISH_VERSION | tr "." "\n")[1] -lt 3
+   set -gx _OLD_VIRTUAL_PATH (_bashify_path $PATH)
+else
+    set -gx _OLD_VIRTUAL_PATH $PATH
+end
+set -gx PATH "$VIRTUAL_ENV/bin" $PATH
+
+# Unset `$PYTHONHOME` if set.
+if set -q PYTHONHOME
+    set -gx _OLD_VIRTUAL_PYTHONHOME $PYTHONHOME
+    set -e PYTHONHOME
+end
+
+function pydoc
+    python -m pydoc $argv
+end
+
+if test -z "$VIRTUAL_ENV_DISABLE_PROMPT"
+    # Copy the current `fish_prompt` function as `_old_fish_prompt`.
+    functions -c fish_prompt _old_fish_prompt
+
+    function fish_prompt
+        # Save the current $status, for fish_prompts that display it.
+        set -l old_status $status
+
+        # Prompt override provided?
+        # If not, just prepend the environment name.
+        if test -n ""
+            printf '%s%s' "" (set_color normal)
+        else
+            printf '%s(%s) ' (set_color normal) (basename "$VIRTUAL_ENV")
+        end
+
+        # Restore the original $status
+        echo "exit $old_status" | source
+        _old_fish_prompt
+    end
+
+    set -gx _OLD_FISH_PROMPT_OVERRIDE "$VIRTUAL_ENV"
+end
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.ps1 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.ps1
new file mode 100644
index 0000000..95504d3
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.ps1
@@ -0,0 +1,60 @@
+$script:THIS_PATH = $myinvocation.mycommand.path
+$script:BASE_DIR = Split-Path (Resolve-Path "$THIS_PATH/..") -Parent
+
+function global:deactivate([switch] $NonDestructive) {
+    if (Test-Path variable:_OLD_VIRTUAL_PATH) {
+        $env:PATH = $variable:_OLD_VIRTUAL_PATH
+        Remove-Variable "_OLD_VIRTUAL_PATH" -Scope global
+    }
+
+    if (Test-Path function:_old_virtual_prompt) {
+        $function:prompt = $function:_old_virtual_prompt
+        Remove-Item function:\_old_virtual_prompt
+    }
+
+    if ($env:VIRTUAL_ENV) {
+        Remove-Item env:VIRTUAL_ENV -ErrorAction SilentlyContinue
+    }
+
+    if (!$NonDestructive) {
+        # Self destruct!
+        Remove-Item function:deactivate
+        Remove-Item function:pydoc
+    }
+}
+
+function global:pydoc {
+    python -m pydoc $args
+}
+
+# unset irrelevant variables
+deactivate -nondestructive
+
+$VIRTUAL_ENV = $BASE_DIR
+$env:VIRTUAL_ENV = $VIRTUAL_ENV
+
+New-Variable -Scope global -Name _OLD_VIRTUAL_PATH -Value $env:PATH
+
+$env:PATH = "$env:VIRTUAL_ENV/bin:" + $env:PATH
+if (!$env:VIRTUAL_ENV_DISABLE_PROMPT) {
+    function global:_old_virtual_prompt {
+        ""
+    }
+    $function:_old_virtual_prompt = $function:prompt
+
+    if ("" -ne "") {
+        function global:prompt {
+            # Add the custom prefix to the existing prompt
+            $previous_prompt_value = & $function:_old_virtual_prompt
+            ("" + $previous_prompt_value)
+        }
+    }
+    else {
+        function global:prompt {
+            # Add a prefix to the current prompt, but don't discard it.
+            $previous_prompt_value = & $function:_old_virtual_prompt
+            $new_prompt_value = "($( Split-Path $env:VIRTUAL_ENV -Leaf )) "
+            ($new_prompt_value + $previous_prompt_value)
+        }
+    }
+}
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.xsh b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.xsh
new file mode 100644
index 0000000..7452e43
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate.xsh
@@ -0,0 +1,46 @@
+"""Xonsh activate script for virtualenv"""
+from xonsh.tools import get_sep as _get_sep
+
+def _deactivate(args):
+    if "pydoc" in aliases:
+        del aliases["pydoc"]
+
+    if ${...}.get("_OLD_VIRTUAL_PATH", ""):
+        $PATH = $_OLD_VIRTUAL_PATH
+        del $_OLD_VIRTUAL_PATH
+
+    if ${...}.get("_OLD_VIRTUAL_PYTHONHOME", ""):
+        $PYTHONHOME = $_OLD_VIRTUAL_PYTHONHOME
+        del $_OLD_VIRTUAL_PYTHONHOME
+
+    if "VIRTUAL_ENV" in ${...}:
+        del $VIRTUAL_ENV
+
+    if "VIRTUAL_ENV_PROMPT" in ${...}:
+        del $VIRTUAL_ENV_PROMPT
+
+    if "nondestructive" not in args:
+        # Self destruct!
+        del aliases["deactivate"]
+
+
+# unset irrelevant variables
+_deactivate(["nondestructive"])
+aliases["deactivate"] = _deactivate
+
+$VIRTUAL_ENV = r"/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres"
+
+$_OLD_VIRTUAL_PATH = $PATH
+$PATH = $PATH[:]
+$PATH.add($VIRTUAL_ENV + _get_sep() + "bin", front=True, replace=True)
+
+if ${...}.get("PYTHONHOME", ""):
+    # unset PYTHONHOME if set
+    $_OLD_VIRTUAL_PYTHONHOME = $PYTHONHOME
+    del $PYTHONHOME
+
+$VIRTUAL_ENV_PROMPT = ""
+if not $VIRTUAL_ENV_PROMPT:
+    del $VIRTUAL_ENV_PROMPT
+
+aliases["pydoc"] = ["python", "-m", "pydoc"]
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate_this.py b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate_this.py
new file mode 100644
index 0000000..aa96457
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/activate_this.py
@@ -0,0 +1,46 @@
+"""Activate virtualenv for current interpreter:
+
+Use exec(open(this_file).read(), {'__file__': this_file}).
+
+This can be used when you must use an existing Python interpreter, not the virtualenv bin/python.
+"""
+import os
+import site
+import sys
+
+try:
+    __file__
+except NameError:
+    raise AssertionError("You must use exec(open(this_file).read(), {'__file__': this_file}))")
+
+# prepend bin to PATH (this file is inside the bin directory)
+bin_dir = os.path.dirname(os.path.abspath(__file__))
+os.environ["PATH"] = os.pathsep.join([bin_dir] + os.environ.get("PATH", "").split(os.pathsep))
+
+base = os.path.dirname(bin_dir)
+
+# virtual env is right above bin directory
+os.environ["VIRTUAL_ENV"] = base
+
+# add the virtual environments site-package to the host python import mechanism
+IS_PYPY = hasattr(sys, "pypy_version_info")
+IS_JYTHON = sys.platform.startswith("java")
+if IS_JYTHON:
+    site_packages = os.path.join(base, "Lib", "site-packages")
+elif IS_PYPY:
+    site_packages = os.path.join(base, "site-packages")
+else:
+    IS_WIN = sys.platform == "win32"
+    if IS_WIN:
+        site_packages = os.path.join(base, "Lib", "site-packages")
+    else:
+        site_packages = os.path.join(base, "lib", "python{}.{}".format(*sys.version_info), "site-packages")
+
+prev = set(sys.path)
+site.addsitedir(site_packages)
+sys.real_prefix = sys.prefix
+sys.prefix = base
+
+# Move the added items to the front of the path, in place
+new = list(sys.path)
+sys.path[:] = [i for i in new if i not in prev] + [i for i in new if i in prev]
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/chardetect b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/chardetect
new file mode 100755
index 0000000..d685e4e
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/chardetect
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from chardet.cli.chardetect import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install
new file mode 100755
index 0000000..302e078
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from setuptools.command.easy_install import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install-3.7 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install-3.7
new file mode 100755
index 0000000..302e078
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/easy_install-3.7
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from setuptools.command.easy_install import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py
new file mode 100755
index 0000000..fba380e
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from numpy.f2py.f2py2e import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3
new file mode 100755
index 0000000..fba380e
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from numpy.f2py.f2py2e import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3.7 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3.7
new file mode 100755
index 0000000..fba380e
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/f2py3.7
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from numpy.f2py.f2py2e import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/flask b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/flask
new file mode 100755
index 0000000..a972056
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/flask
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from flask.cli import main
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/gunicorn b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/gunicorn
new file mode 100755
index 0000000..aaff859
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/gunicorn
@@ -0,0 +1,8 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+from gunicorn.app.wsgiapp import run
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw|\.exe)?$', '', sys.argv[0])
+    sys.exit(run())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip
new file mode 100755
index 0000000..9e28745
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from pip._internal.cli.main import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3
new file mode 100755
index 0000000..9e28745
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from pip._internal.cli.main import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3.7 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3.7
new file mode 100755
index 0000000..9e28745
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/pip3.7
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from pip._internal.cli.main import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python
new file mode 100755
index 0000000..5fefe8b
Binary files /dev/null and b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python differ
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python-config b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python-config
new file mode 100755
index 0000000..245f561
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python-config
@@ -0,0 +1,78 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+
+import sys
+import getopt
+import sysconfig
+
+valid_opts = ['prefix', 'exec-prefix', 'includes', 'libs', 'cflags',
+              'ldflags', 'help']
+
+if sys.version_info >= (3, 2):
+    valid_opts.insert(-1, 'extension-suffix')
+    valid_opts.append('abiflags')
+if sys.version_info >= (3, 3):
+    valid_opts.append('configdir')
+
+
+def exit_with_usage(code=1):
+    sys.stderr.write("Usage: {0} [{1}]\n".format(
+        sys.argv[0], '|'.join('--'+opt for opt in valid_opts)))
+    sys.exit(code)
+
+try:
+    opts, args = getopt.getopt(sys.argv[1:], '', valid_opts)
+except getopt.error:
+    exit_with_usage()
+
+if not opts:
+    exit_with_usage()
+
+pyver = sysconfig.get_config_var('VERSION')
+getvar = sysconfig.get_config_var
+
+opt_flags = [flag for (flag, val) in opts]
+
+if '--help' in opt_flags:
+    exit_with_usage(code=0)
+
+for opt in opt_flags:
+    if opt == '--prefix':
+        print(sysconfig.get_config_var('prefix'))
+
+    elif opt == '--exec-prefix':
+        print(sysconfig.get_config_var('exec_prefix'))
+
+    elif opt in ('--includes', '--cflags'):
+        flags = ['-I' + sysconfig.get_path('include'),
+                 '-I' + sysconfig.get_path('platinclude')]
+        if opt == '--cflags':
+            flags.extend(getvar('CFLAGS').split())
+        print(' '.join(flags))
+
+    elif opt in ('--libs', '--ldflags'):
+        abiflags = getattr(sys, 'abiflags', '')
+        libs = ['-lpython' + pyver + abiflags]
+        libs += getvar('LIBS').split()
+        libs += getvar('SYSLIBS').split()
+        # add the prefix/lib/pythonX.Y/config dir, but only if there is no
+        # shared library in prefix/lib/.
+        if opt == '--ldflags':
+            if not getvar('Py_ENABLE_SHARED'):
+                libs.insert(0, '-L' + getvar('LIBPL'))
+            if not getvar('PYTHONFRAMEWORK'):
+                libs.extend(getvar('LINKFORSHARED').split())
+        print(' '.join(libs))
+
+    elif opt == '--extension-suffix':
+        ext_suffix = sysconfig.get_config_var('EXT_SUFFIX')
+        if ext_suffix is None:
+            ext_suffix = sysconfig.get_config_var('SO')
+        print(ext_suffix)
+
+    elif opt == '--abiflags':
+        if not getattr(sys, 'abiflags', None):
+            exit_with_usage()
+        print(sys.abiflags)
+
+    elif opt == '--configdir':
+        print(sysconfig.get_config_var('LIBPL'))
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3
new file mode 120000
index 0000000..d8654aa
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3
@@ -0,0 +1 @@
+python
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3.7 b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3.7
new file mode 120000
index 0000000..d8654aa
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/python3.7
@@ -0,0 +1 @@
+python
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/bin/wheel b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/wheel
new file mode 100755
index 0000000..4eeb148
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/bin/wheel
@@ -0,0 +1,10 @@
+#!/Users/alexanderbennett/Desktop/repos/Music-Meteorologist-ds/RDS-postrges/SOUNDDRIP/RDS-postgres/bin/python
+# -*- coding: utf-8 -*-
+import re
+import sys
+
+from wheel.cli import main
+
+if __name__ == '__main__':
+    sys.argv[0] = re.sub(r'(-script\.pyw?|\.exe)?$', '', sys.argv[0])
+    sys.exit(main())
diff --git a/RDS-postgres/SOUNDDRIP/rds-postgres/include/python3.7m b/RDS-postgres/SOUNDDRIP/rds-postgres/include/python3.7m
new file mode 120000
index 0000000..0dd104b
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/rds-postgres/include/python3.7m
@@ -0,0 +1 @@
+/anaconda3/include/python3.7m
\ No newline at end of file
diff --git a/RDS-postgres/SOUNDDRIP/requirements.txt b/RDS-postgres/SOUNDDRIP/requirements.txt
new file mode 100644
index 0000000..7dc3af7
--- /dev/null
+++ b/RDS-postgres/SOUNDDRIP/requirements.txt
@@ -0,0 +1,27 @@
+astroid==2.2.0
+certifi==2019.11.28
+chardet==3.0.4
+click==6.7
+Flask==1.1.1
+gunicorn==20.0.4
+idna==2.8
+itsdangerous==0.24
+Jinja2==2.10.1
+joblib==0.14.1
+lazy-object-proxy==1.4.3
+MarkupSafe==1.0
+numpy==1.18.1
+pandas==0.25.3
+psycopg2-binary==2.8.4
+python-dateutil==2.8.1
+pytz==2019.3
+requests==2.22.0
+scikit-learn==0.22.1
+scipy==1.4.1
+six==1.14.0
+sklearn==0.0
+spotipy==2.7.1
+typed-ast==1.4.1
+urllib3==1.25.8
+Werkzeug==0.15.0
+wrapt==1.11.2
diff --git a/model_notebooks/Postgres.ipynb b/model_notebooks/Postgres.ipynb
new file mode 100644
index 0000000..db304f0
--- /dev/null
+++ b/model_notebooks/Postgres.ipynb
@@ -0,0 +1,335 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Connect to DB"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import psycopg2 as ps\n",
+    "\n",
+    "# define credentials \n",
+    "credentials = {'POSTGRES_ADDRESS' : 'test-1.cuxogj7vdjwn.us-east-1.rds.amazonaws.com', # change to your endpoint\n",
+    "               'POSTGRES_PORT' : '', # change to your port\n",
+    "               'POSTGRES_USERNAME' : 'postgres', # change to your username\n",
+    "               'POSTGRES_PASSWORD' : 'mypassword1!', # change to your password\n",
+    "               'POSTGRES_DBNAME' : 'postgres'} # change to your db name\n",
+    "\n",
+    "\n",
+    "# create connection and cursor    \n",
+    "conn = ps.connect(host=credentials['POSTGRES_ADDRESS'],\n",
+    "                  database=credentials['POSTGRES_DBNAME'],\n",
+    "                  user=credentials['POSTGRES_USERNAME'],\n",
+    "                  password=credentials['POSTGRES_PASSWORD'],\n",
+    "                  port=credentials['POSTGRES_PORT'])\n",
+    "\n",
+    "cur = conn.cursor()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"SELECT * FROM pg_catalog.pg_tables\n",
+    "            WHERE schemaname != 'pg_catalog'\n",
+    "            AND schemaname != 'information_schema';\"\"\"\n",
+    "\n",
+    "cur.execute(query)\n",
+    "cur.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Create a table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Table created successfully!\n"
+     ]
+    }
+   ],
+   "source": [
+    "cur.execute(\"\"\"CREATE TABLE table_1\n",
+    "                (column_1 int,\n",
+    "                column_2 float,\n",
+    "                column_3 varchar(50),\n",
+    "                column_4 boolean);\"\"\")\n",
+    "\n",
+    "# Commit table creation\n",
+    "conn.commit()\n",
+    "\n",
+    "print(\"Table created successfully!\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('public', 'table_1', 'postgres', None, False, False, False, False)]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"SELECT * FROM pg_catalog.pg_tables\n",
+    "            WHERE schemaname != 'pg_catalog'\n",
+    "            AND schemaname != 'information_schema';\"\"\"\n",
+    "\n",
+    "cur.execute(query)\n",
+    "cur.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Create many tables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Tables created successfully!\n"
+     ]
+    }
+   ],
+   "source": [
+    "table_list = ['table_2', 'table_3', 'table_4', 'table_5']\n",
+    "for table_name in table_list:\n",
+    "    cur.execute(\"\"\"CREATE TABLE {table_name}\n",
+    "                (column_1 float,\n",
+    "                column_2 float,\n",
+    "                column_3 float,\n",
+    "                column_4 float,\n",
+    "                column_5 float);\"\"\".format(table_name=table_name))\n",
+    "\n",
+    "# Commit and close. Verify that tables were created successfully.\n",
+    "conn.commit()\n",
+    "\n",
+    "print(\"Tables created successfully!\")\n",
+    "# conn.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('public', 'table_1', 'postgres', None, False, False, False, False),\n",
+       " ('public', 'table_2', 'postgres', None, False, False, False, False),\n",
+       " ('public', 'table_3', 'postgres', None, False, False, False, False),\n",
+       " ('public', 'table_4', 'postgres', None, False, False, False, False),\n",
+       " ('public', 'table_5', 'postgres', None, False, False, False, False)]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query = \"\"\"SELECT * FROM pg_catalog.pg_tables\n",
+    "            WHERE schemaname != 'pg_catalog'\n",
+    "            AND schemaname != 'information_schema';\"\"\"\n",
+    "\n",
+    "cur.execute(query)\n",
+    "cur.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Insert one data entry"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = [1, 2.2, 'three', True]\n",
+    "insert_query = \"\"\"INSERT INTO table_1\n",
+    "                   (column_1, column_2, column_3, column_4)\n",
+    "                   VALUES (%s, %s, %s, %s);\"\"\"\n",
+    "\n",
+    "# execute insert\n",
+    "cur.execute(insert_query, data)\n",
+    "            \n",
+    "# commit data insert\n",
+    "conn.commit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(1, 2.2, 'three', True)]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cur.execute(\"\"\"SELECT * FROM table_1;\"\"\")\n",
+    "cur.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Insert multiple entries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = [[5, 5.5, 'five', True], [5, 5.5, 'five', True], [5, 5.5, 'five', True]]\n",
+    "insert_query = \"\"\"INSERT INTO table_1\n",
+    "                   (column_1, column_2, column_3, column_4)\n",
+    "                   VALUES (%s, %s, %s, %s);\"\"\"\n",
+    "\n",
+    "# execute multiple inserts\n",
+    "cur.executemany(insert_query, data)\n",
+    "            \n",
+    "# commit data insert\n",
+    "conn.commit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(1, 2.2, 'three', True),\n",
+       " (5, 5.5, 'five', True),\n",
+       " (5, 5.5, 'five', True),\n",
+       " (5, 5.5, 'five', True)]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cur.execute(\"\"\"SELECT * FROM table_1;\"\"\")\n",
+    "cur.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Drop Tables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cur.execute(\"\"\"DROP TABLE table_1\"\"\")\n",
+    "conn.commit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "conn.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "sounddrip",
+   "language": "python",
+   "name": "sounddrip"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/model_notebooks/Untitled.ipynb b/model_notebooks/Untitled.ipynb
deleted file mode 100644
index 2fd6442..0000000
--- a/model_notebooks/Untitled.ipynb
+++ /dev/null
@@ -1,6 +0,0 @@
-{
- "cells": [],
- "metadata": {},
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/model_notebooks/XGBoost_model_v1.ipynb b/model_notebooks/XGBoost_model_v1.ipynb
deleted file mode 100644
index 5970fc5..0000000
--- a/model_notebooks/XGBoost_model_v1.ipynb
+++ /dev/null
@@ -1,67 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# importing all necessary libraries\n",
-    "\n",
-    "%matplotlib inline\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "from sklearn.neighbors import KNeighborsClassifier\n",
-    "from sklearn.model_selection import cross_val_score\n",
-    "import xgboost as xgb\n",
-    "from xgboost.sklearn import XGBRegressor\n",
-    "from xgboost.sklearn import XGBClassifier"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# reading in pickled data\n",
-    "song_list = pd.read_pickle(\"./data/###.pkl\")\n",
-    "\n",
-    "# testing if successful read\n",
-    "song_list.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "NLPEnv (Python3)",
-   "language": "python",
-   "name": "nlpenv"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}