diff --git a/Pipfile b/Pipfile
index 7fb0599..58bb044 100644
--- a/Pipfile
+++ b/Pipfile
@@ -27,3 +27,4 @@ fbprophet = "*"
 cython = "*"
 flask-graphql = "*"
 graphene = "*"
+mpld3 = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
index 28913c7..58a4afb 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "e33bd23b4cafa0e8680e1adc911ed07c0d9aadd076631460d2bcdf69c27f3280"
+            "sha256": "e2a9e1803c3d4ba7768760415b5bbf93ce4fa8a78c4cf97e69dbe1a6580f8ec3"
         },
         "requires": {},
         "sources": [
@@ -42,6 +42,9 @@
         "cssselect": {
             "version": "==1.0.1"
         },
+        "cython": {
+            "version": "==0.26.1"
+        },
         "dateparser": {
             "version": "==0.6.0"
         },
@@ -51,6 +54,9 @@
         "et-xmlfile": {
             "version": "==1.0.1"
         },
+        "fbprophet": {
+            "version": "==0.1.1"
+        },
         "flask": {
             "version": "==0.12.2"
         },
@@ -60,9 +66,21 @@
         "flask-common": {
             "version": "==0.2.0"
         },
+        "flask-graphql": {
+            "version": "==1.4.1"
+        },
         "flask-sslify": {
             "version": "==0.1.5"
         },
+        "graphene": {
+            "version": "==1.4.1"
+        },
+        "graphql-core": {
+            "version": "==1.1"
+        },
+        "graphql-relay": {
+            "version": "==0.4.5"
+        },
         "greenlet": {
             "version": "==0.4.12"
         },
@@ -99,6 +117,9 @@
         "meinheld": {
             "version": "==0.6.1"
         },
+        "mpld3": {
+            "version": "==0.3"
+        },
         "multidict": {
             "version": "==3.1.3"
         },
@@ -114,9 +135,15 @@
         "pandas": {
             "version": "==0.20.3"
         },
+        "pandas-datareader": {
+            "version": "==0.5.0"
+        },
         "pendulum": {
             "version": "==1.2.4"
         },
+        "promise": {
+            "version": "==2.0.2"
+        },
         "psycopg2": {
             "version": "==2.7.3.1"
         },
@@ -130,7 +157,7 @@
             "version": "==2017.2"
         },
         "pytzdata": {
-            "version": "==2017.2"
+            "version": "==2017.2.1"
         },
         "pyyaml": {
             "version": "==3.12"
@@ -144,11 +171,23 @@
         "requests": {
             "version": "==2.18.4"
         },
+        "requests-file": {
+            "version": "==1.4.2"
+        },
+        "requests-ftp": {
+            "version": "==0.3.1"
+        },
         "ruamel.yaml": {
-            "version": "==0.15.32"
+            "version": "==0.15.33"
+        },
+        "scikit-learn": {
+            "version": "==0.19.0"
+        },
+        "scipy": {
+            "version": "==0.19.1"
         },
         "setuptools": {
-            "version": "==36.2.7"
+            "version": "==36.3.0"
         },
         "simplejson": {
             "version": "==3.11.1"
@@ -160,7 +199,10 @@
             "version": "==1.1.13"
         },
         "tablib": {
-            "version": "==0.11.5"
+            "version": "==0.12.0"
+        },
+        "typing": {
+            "version": "==3.6.2"
         },
         "tzlocal": {
             "version": "==1.4"
diff --git a/predictions.py b/predictions.py
index 5580bf6..9b0c5c8 100644
--- a/predictions.py
+++ b/predictions.py
@@ -9,9 +9,11 @@ import numpy as np
 import pandas as pd
 
 # Matplotlib hack.
+
 import matplotlib
 matplotlib.use('agg')
 
+import mpld3
 from fbprophet import Prophet
 
 from scraper import Coin, MWT, convert_to_decimal
@@ -51,12 +53,9 @@ def get_predictions(coin, render=False):
     forecast_data = model.predict(future_data)
 
     if render:
-        f_name = str(uuid.uuid4())
-
         matplotlib.pyplot.gcf()
-        model.plot(forecast_data).savefig(f_name, transparent=True)
-
-        return f'{f_name}.png'
+        fig = model.plot(forecast_data, ylabel='log($)')
+        return mpld3.fig_to_html(fig)
 
     forecast_data_orig = forecast_data  # make sure we save the original forecast data
     forecast_data_orig['yhat'] = np.exp(forecast_data_orig['yhat'])
diff --git a/requirements.txt b/requirements.txt
index f77f946..2c6cf5f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,12 +5,11 @@ bs4==0.0.1
 certifi==2017.7.27.1
 chardet==3.0.4
 click==6.7
-coinmarketcap==3.0.1
 colorama==0.3.9
 crayons==0.1.2
 cssselect==1.0.1
 cycler==0.10.0
-Cython==0.26
+Cython==0.26.1
 dateparser==0.6.0
 docopt==0.6.2
 et-xmlfile==1.0.1
@@ -36,14 +35,13 @@ MarkupSafe==1.0
 matplotlib==2.0.2
 maya==0.3.2
 meinheld==0.6.1
+mpld3==0.3
 multidict==3.1.3
 numpy==1.13.1
 odfpy==1.3.5
 openpyxl==2.4.8
 pandas==0.20.3
 pandas-datareader==0.5.0
-patsy==0.4.1
-pbr==3.1.1
 pendulum==1.2.4
 promise==2.0.2
 psycopg2==2.7.3.1
@@ -52,20 +50,19 @@ pyquery==1.2.17
 pystan==2.16.0.0
 python-dateutil==2.6.1
 pytz==2017.2
-pytzdata==2017.2
+pytzdata==2017.2.1
 PyYAML==3.12
 records==0.5.0
 regex==2017.7.28
 requests==2.18.4
 requests-file==1.4.2
 requests-ftp==0.3.1
-ruamel.yaml==0.15.32
+ruamel.yaml==0.15.33
 scikit-learn==0.19.0
 scipy==0.19.1
 simplejson==3.11.1
 six==1.10.0
 SQLAlchemy==1.1.13
-statsmodels==0.8.0
 tablib==0.12.0
 typing==3.6.2
 tzlocal==1.4
diff --git a/server.py b/server.py
index fd7aa0a..9af7991 100644
--- a/server.py
+++ b/server.py
@@ -64,8 +64,8 @@ def get_forecast(coin):
 
 @app.route('/<coin>/forecast/graph')
 def get_forecast_graph(coin):
-    f_name = get_predictions(coin.lower(), render=True)
-    return send_file(f_name, mimetype='image/png')
+    return get_predictions(coin.lower(), render=True)
+    # return send_file(f_name, mimetype='image/png')
 
 
 @app.route('/<coin>/<float:n>')
diff --git a/templates/index.html b/templates/index.html
index 8cfb82b..fa2f5b9 100644
--- a/templates/index.html
+++ b/templates/index.html
@@ -6,6 +6,14 @@
     <link rel="stylesheet" href="{{ url_for('static', filename='tufte.css') }}"/>
     <link rel="stylesheet" href="{{ url_for('static', filename='latex.css') }}"/>
     <meta name="viewport" content="width=device-width, initial-scale=1">
+
+    <script>
+      function resizeIframe(obj) {
+        obj.style.height = obj.contentWindow.document.body.scrollHeight + 'px';
+        obj.style.width = obj.contentWindow.document.body.scrollWidth + 'px';
+      }
+    </script>
+
   </head>
 
   <body>
@@ -76,12 +84,12 @@
 
 <h2>Experimental (e.g. <em>fun</em>) Endpoints</h2>
 
-      <h3>Prediction of BTC Price (using <em>machine learning</em>)</h3>
+      <h3><a href="https://coinbin.org/btc/forecast/graph">Prediction of BTC Price</a> (using <em>machine learning</em>)</h3>
       <p>&nbsp;</p>
 
-      <a href="https://coinbin.org/btc/forecast/graph">
-        <img src="/btc/forecast/graph" alt="Graph of BTC prediction.">
-      </a>
+
+        <iframe src="/btc/forecast/graph" frameborder="0" scrolling="no" onload="resizeIframe(this)" width="80%"></iframe>
+
 
       <p></p>
 <code><strong>$ curl <a href="https://coinbin.org/btc/forecast">https://coinbin.org/btc/forecast</a></strong></code>