diff --git a/gradio/component.py b/gradio/component.py
index 74b674426e..5722664f9d 100644
--- a/gradio/component.py
+++ b/gradio/component.py
@@ -1,3 +1,7 @@
+import os
+import shutil
+from gradio import processing_utils
+
 class Component():
     """
     A class for defining the methods that all gradio input and output components should have.
@@ -19,12 +23,34 @@ class Component():
         """
         return {}
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
-        All interfaces should define a method that rebuilds the flagged input when it's passed back (i.e. rebuilds image from base64)
+        Saves flagged data from component
         """
         return data
 
+    def restore_flagged(self, data):
+        """
+        Restores flagged data from logs
+        """
+        return data
+
+    def save_flagged_file(self, dir, label, data):
+        file = processing_utils.decode_base64_to_file(data)
+        old_file_name = file.name
+        output_dir = os.path.join(dir, label)
+        if os.path.exists(output_dir):
+            file_index = len(os.listdir(output_dir))
+        else:
+            os.mkdir(output_dir)
+            file_index = 0
+        new_file_name = str(file_index)
+        if "." in old_file_name:
+            uploaded_format = old_file_name.split(".")[-1].lower()
+            new_file_name +=  "." + uploaded_format
+        shutil.move(old_file_name, os.path.join(dir, label, new_file_name))
+        return label + "/" + new_file_name
+
     @classmethod
     def get_all_shortcut_implementations(cls):
         shortcuts = {}
diff --git a/gradio/inputs.py b/gradio/inputs.py
index daa269d59b..77283519a6 100644
--- a/gradio/inputs.py
+++ b/gradio/inputs.py
@@ -7,6 +7,7 @@ automatically added to a registry, which allows them to be easily referenced in
 import datetime
 import json
 import os
+import shutil
 import time
 import warnings
 from gradio.component import Component
@@ -466,6 +467,14 @@ class CheckboxGroup(InputComponent):
         else:
             raise ValueError("Unknown type: " + str(self.type) + ". Please choose from: 'value', 'index'.")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (List[str]])
+        """
+        return json.dumps(data)
+
+    def restore_flagged(self, data):
+        return json.loads(data)
 
 
 class Radio(InputComponent):
@@ -713,15 +722,11 @@ class Image(InputComponent):
         im = processing_utils.resize_and_crop(im, (shape[0], shape[1]))
         return np.asarray(im).flatten()
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
-        Default rebuild method to decode a base64 image
+        Returns: (str) path to image file
         """
-        im = processing_utils.decode_base64_to_image(data)
-        timestamp = datetime.datetime.now()
-        filename = f'input_{timestamp.strftime("%Y-%m-%d-%H-%M-%S")}.png'
-        im.save(f'{dir}/{filename}', 'PNG')
-        return filename
+        return self.save_flagged_file(dir, label, data)
 
 
 class Video(InputComponent):
@@ -766,6 +771,12 @@ class Video(InputComponent):
     def preprocess_example(self, x):
         return processing_utils.encode_file_to_base64(x)
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to video file
+        """
+        return self.save_flagged_file(dir, label, data)
+
 class Audio(InputComponent):
     """
     Component accepts audio input files. 
@@ -865,6 +876,12 @@ class Audio(InputComponent):
         else:
             raise ValueError("Unknown type: " + str(self.type) + ". Please choose from: 'numpy', 'mfcc', 'file'.")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to audio file
+        """
+        return self.save_flagged_file(dir, label, data)
+
 
 class File(InputComponent):
     """
@@ -906,6 +923,12 @@ class File(InputComponent):
     def embed(self, x):
         raise NotImplementedError("File doesn't currently support embeddings")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to file
+        """
+        return self.save_flagged_file(dir, label, data["data"])
+
 
 class Dataframe(InputComponent):
     """
@@ -1000,6 +1023,15 @@ class Dataframe(InputComponent):
     def embed(self, x):
         raise NotImplementedError("DataFrame doesn't currently support embeddings")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (List[List[Union[str, float]]]) 2D array
+        """
+        return json.dumps(data)
+
+    def restore_flagged(self, data):
+        return json.loads(data)
+
 
 #######################
 # DEPRECATED COMPONENTS
@@ -1050,7 +1082,7 @@ class Sketchpad(InputComponent):
     def process_example(self, example):
         return processing_utils.encode_file_to_base64(example)
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
         Default rebuild method to decode a base64 image
         """
@@ -1089,7 +1121,7 @@ class Webcam(InputComponent):
             im, (self.image_width, self.image_height))
         return np.array(im)
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
         Default rebuild method to decode a base64 image
         """
@@ -1131,7 +1163,7 @@ class Microphone(InputComponent):
         return signal
 
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         inp = data.split(';')[1].split(',')[1]
         wav_obj = base64.b64decode(inp)
         timestamp = datetime.datetime.now()
diff --git a/gradio/interface.py b/gradio/interface.py
index bf69086ed0..1f35b249e5 100644
--- a/gradio/interface.py
+++ b/gradio/interface.py
@@ -222,14 +222,8 @@ class Interface:
                     
         except ValueError:
             pass
-        if self.examples is not None:
-            processed_examples = []
-            for example_set in self.examples:
-                processed_set = []
-                for iface, example in zip(self.input_interfaces, example_set):
-                    processed_set.append(example)
-                processed_examples.append(processed_set)
-            config["examples"] = processed_examples
+        if self.examples is not None and not isinstance(self.examples, str):
+            config["examples"] = self.examples
         return config
 
     def run_prediction(self, processed_input, return_duration=False):
diff --git a/gradio/networking.py b/gradio/networking.py
index 55918b59ba..e8895b455f 100644
--- a/gradio/networking.py
+++ b/gradio/networking.py
@@ -82,6 +82,8 @@ def get_first_available_port(initial, final):
 
 @app.route("/", methods=["GET"])
 def main():
+    if isinstance(app.interface.examples, str):
+        return redirect("/from_dir/" + app.interface.examples)
     return render_template("index.html",
         config=app.interface.config,
         vendor_prefix=(GRADIO_STATIC_ROOT if app.interface.share else ""),
@@ -100,13 +102,16 @@ def main_from_dir(path):
     with open(log_file) as logs:
         examples = list(csv.reader(logs)) 
     examples = examples[1:] #remove header
-    input_examples = [example[:len(app.interface.input_interfaces)] for example in examples]
+    for i, example in enumerate(examples):
+        for j, (interface, cell) in enumerate(zip(app.interface.input_interfaces + app.interface.output_interfaces, example)):
+            examples[i][j] = interface.restore_flagged(cell)
+    examples = [example[:len(app.interface.input_interfaces) + len(app.interface.output_interfaces)] for example in examples]
     return render_template("index.html",
         config=app.interface.config,
         vendor_prefix=(GRADIO_STATIC_ROOT if app.interface.share else ""),
         css=app.interface.css,
         path=path,
-        examples=input_examples
+        examples=examples
     )
 
 
@@ -217,11 +222,13 @@ def predict_examples():
     return jsonify(output)
 
 
-def flag_data(data):
+def flag_data(input_data, output_data):
     flag_path = os.path.join(app.cwd, app.interface.flagging_dir)
-    output = [app.interface.input_interfaces[i].rebuild(
-            flag_path, component_data)
-            for i, component_data in enumerate(data)]
+    csv_data = []
+    for i, interface in enumerate(app.interface.input_interfaces):
+        csv_data.append(interface.save_flagged(flag_path, app.interface.config["input_interfaces"][i][1]["label"], input_data[i]))
+    for i, interface in enumerate(app.interface.output_interfaces):
+        csv_data.append(interface.save_flagged(flag_path, app.interface.config["output_interfaces"][i][1]["label"], output_data[i]))
 
     log_fp = "{}/log.csv".format(flag_path)
     is_new = not os.path.exists(log_fp)
@@ -230,15 +237,16 @@ def flag_data(data):
         writer = csv.writer(csvfile)
         if is_new:
             headers = [interface[1]["label"] for interface in app.interface.config["input_interfaces"]]
+            headers += [interface[1]["label"] for interface in app.interface.config["output_interfaces"]]
             writer.writerow(headers)
 
-        writer.writerow(output)
+        writer.writerow(csv_data)
 
 @app.route("/api/flag/", methods=["POST"])
 def flag():
     log_feature_analytics('flag')
-    data = request.json['data']['input_data']
-    flag_data(data)
+    input_data, output_data = request.json['data']['input_data'], request.json['data']['output_data']
+    flag_data(input_data, output_data)
     return jsonify(success=True)
 
 
diff --git a/gradio/outputs.py b/gradio/outputs.py
index ef9367df26..16e876998a 100644
--- a/gradio/outputs.py
+++ b/gradio/outputs.py
@@ -118,12 +118,21 @@ class Label(OutputComponent):
             "label": {},
         }
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
-        Default rebuild method for label
+        Returns: (Union[str, Dict[str, number]]): Either a string representing the main category label, or a dictionary with category keys mapping to confidence levels.
         """
-        # return json.loads(data)
-        return data
+        if "confidences" in data:
+            return json.dumps({example["label"]: example["confidence"] for example in data["confidences"]})
+        else:
+            return data["label"]
+    
+    def restore_flagged(self, data):
+        try:
+            data = json.loads(data)
+            return data
+        except:
+            return data
 
 class Image(OutputComponent):
     '''
@@ -186,15 +195,12 @@ class Image(OutputComponent):
             raise ValueError("Unknown type: " + dtype + ". Please choose from: 'numpy', 'pil', 'file', 'plot'.")
         return out_y, coordinates
 
-    def rebuild(self, dir, data):
+    def save_flagged(self, dir, label, data):
         """
-        Default rebuild method to decode a base64 image
+        Returns: (str) path to image file
         """
-        im = processing_utils.decode_base64_to_image(data)
-        timestamp = datetime.datetime.now()
-        filename = 'output_{}_{}.png'.format(self.label, timestamp.strftime("%Y-%m-%d-%H-%M-%S"))
-        im.save('{}/{}'.format(dir, filename), 'PNG')
-        return filename
+        return self.save_flagged_file(dir, label, data[0])
+
 
 class Video(OutputComponent):
     '''
@@ -218,6 +224,12 @@ class Video(OutputComponent):
     def postprocess(self, y):
         return processing_utils.encode_file_to_base64(y, type="video")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to image file
+        """
+        return self.save_flagged_file(dir, label, data)
+
 
 class KeyValues(OutputComponent):
     '''
@@ -246,6 +258,12 @@ class KeyValues(OutputComponent):
         return {
             "key_values": {},
         }
+    
+    def save_flagged(self, dir, label, data):
+        return json.dumps(data)
+
+    def restore_flagged(self, data):
+        return json.loads(data)
 
 
 class HighlightedText(OutputComponent):
@@ -279,6 +297,12 @@ class HighlightedText(OutputComponent):
     def postprocess(self, y):
         return y
 
+    def save_flagged(self, dir, label, data):
+        return json.dumps(data)
+
+    def restore_flagged(self, data):
+        return json.loads(data)
+
 
 class Audio(OutputComponent):
     '''
@@ -316,6 +340,12 @@ class Audio(OutputComponent):
         else:
             raise ValueError("Unknown type: " + self.type + ". Please choose from: 'numpy', 'file'.")
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to audio file
+        """
+        return self.save_flagged_file(dir, label, data)
+
 
 class JSON(OutputComponent):
     '''
@@ -343,6 +373,12 @@ class JSON(OutputComponent):
             "json": {},
         }
 
+    def save_flagged(self, dir, label, data):
+        return json.dumps(data)
+
+    def restore_flagged(self, data):
+        return json.loads(data)
+
 
 class HTML(OutputComponent):
     '''
@@ -392,6 +428,12 @@ class File(OutputComponent):
             "data": processing_utils.encode_file_to_base64(y, header=False)
         }
 
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (str) path to image file
+        """
+        return self.save_flagged_file(dir, label, data["data"])
+
 
 class Dataframe(OutputComponent):
     """
@@ -446,3 +488,12 @@ class Dataframe(OutputComponent):
             return {"data": y} 
         else:
             raise ValueError("Unknown type: " + self.type + ". Please choose from: 'pandas', 'numpy', 'array'.")
+
+    def save_flagged(self, dir, label, data):
+        """
+        Returns: (List[List[Union[str, float]]]) 2D array
+        """
+        return json.dumps(data["data"])
+
+    def restore_flagged(self, data):
+        return json.loads(data)
\ No newline at end of file
diff --git a/gradio/processing_utils.py b/gradio/processing_utils.py
index 1f053abcc3..08a9d7441f 100644
--- a/gradio/processing_utils.py
+++ b/gradio/processing_utils.py
@@ -68,13 +68,16 @@ def resize_and_crop(img, size, crop_type='center'):
 ##################
 
 def decode_base64_to_binary(encoding):
-    header, data = encoding.split(",")
-    header = header[5:]
-    if ";base64" in header:
-        header = header[0:header.index(";base64")]
     extension = None
-    if "/" in header:
-        extension = header[header.index("/") + 1:]
+    if "," in encoding:
+        header, data = encoding.split(",")
+        header = header[5:]
+        if ";base64" in header:
+            header = header[0:header.index(";base64")]
+        if "/" in header:
+            extension = header[header.index("/") + 1:]
+    else:
+        data = encoding
     return base64.b64decode(data), extension
 
 def decode_base64_to_file(encoding):
diff --git a/gradio/static/css/style.css b/gradio/static/css/style.css
index de7de86652..82a5709346 100644
--- a/gradio/static/css/style.css
+++ b/gradio/static/css/style.css
@@ -74,15 +74,40 @@ h4 {
 .close_explain {
   cursor: pointer;  
 }
-.examples > button {
+.backward {
+  display: inline-block;
+  -moz-transform: scale(-1, 1);
+  -webkit-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.examples_control button {
   padding: 8px 16px;
   border-radius: 2px;
-  margin-right: 4px;
+  margin-right: 8px;
   background-color: whitesmoke;
 }
+.examples_control {
+  display: flex;
+}
+.examples_control > div {
+  display: flex;
+  align-items: stretch;
+}
+
+.examples_control button small {
+  display: block;
+  font-weight: bold;
+}
+.examples_control_right {
+  padding-left: 8px;
+  border-left: solid 2px whitesmoke;
+}
+.examples_control_right .current {
+  background-color: #e67e22;
+  color: white;
+}
 .examples > table {
   border-collapse: collapse;
-  font-family: monospace;
   padding: 8px;
   background-color: whitesmoke;
   border-right: solid 4px whitesmoke;
@@ -90,6 +115,20 @@ h4 {
   border-bottom: solid 4px whitesmoke;
   margin-top: 8px;
 }
+.examples > table.gallery {
+  background-color: white;
+  border: none;
+}
+.examples > table.gallery > thead {
+  display: none;
+}
+.examples > table.gallery > tbody > tr {
+  padding: 4px;
+  border-radius: 4px;
+  margin: 0 8px 8px 0;
+  background-color: whitesmoke;
+  display: inline-block;
+}
 .examples > table th {
   padding: 8px 16px;
   text-align: left;
@@ -118,7 +157,7 @@ h4 {
   background-color: lightgray;
 }
 .examples_body > tr.current_example {
-  background-color: #ffb573;  
+  background-color: lightgray !important;  
 }
 #credit {
   text-align: center;
diff --git a/gradio/static/js/gradio.js b/gradio/static/js/gradio.js
index 4f179cb5e5..e35c8668b7 100644
--- a/gradio/static/js/gradio.js
+++ b/gradio/static/js/gradio.js
@@ -48,13 +48,25 @@ function gradio(config, fn, target, example_file_path) {
     </div>
     <div class="examples invisible">
       <h4>Examples</small></h4>
-      <button class="run_examples examples-content">Run All</button>
-      <button class="load_prev examples-content">Load Previous <em>(CTRL + &larr;)</em></button>
-      <button class="load_next examples-content">Load Next <em>(CTRL + &rarr;)</em></button>
-      <button class="order_similar examples-content embedding">Order by Similarity</button>
-      <button class="view_embeddings examples-content embedding">View Embeddings</button>
-      <button class="update_embeddings embeddings-content invisible">Update Embeddings</button>
-      <button class="view_examples embeddings-content invisible">View Examples</button>
+      <div class="examples_control">
+        <div class="examples_control_left">
+          <button class="run_examples examples-content">Run All</button>
+          <button class="load_prev examples-content">Load Previous <small>CTRL + <span class="backward">&#10140;</span></small></button>
+          <button class="load_next examples-content">Load Next <small>CTRL + &#10140;</small></button>
+          <button class="order_similar examples-content embedding">Order by Similarity</button>
+          <button class="view_embeddings examples-content embedding">View Embeddings</button>
+          <button class="update_embeddings embeddings-content invisible">Update Embeddings</button>
+          <button class="view_examples embeddings-content invisible">View Examples</button>
+        </div>
+        <div class="examples_control_right">
+          <button class="table_examples">
+            <svg width="40" height="24"><rect x="0" y="0" width="40" height="6"></rect><rect x="0" y="9" width="40" height="6"></rect><rect x="0" y="18" width="40" height="6"></rect></svg>
+          </button>
+          <button class="gallery_examples current">
+            <svg width="40" height="24"><rect x="0" y="0" width="18" height="40"></rect><rect x="22" y="0" width="18" height="40"></rect></svg>
+          </button>
+        </div>
+      </div>
       <div class="pages invisible">Page:</div>
       <table class="examples-content">
       </table>
@@ -201,7 +213,7 @@ function gradio(config, fn, target, example_file_path) {
   target.find(".clear").click(clear_all);
 
   if (!config["allow_embedding"]) {
-    target.find(".embedding").css("visibility", "hidden");
+    target.find(".embedding").hide();
   }
   if (!config["allow_screenshot"] && config["allow_flagging"] !== true && !config["allow_interpretation"]) {
     target.find(".screenshot, .record, .flag, .interpret").css("visibility", "hidden");
@@ -224,20 +236,24 @@ function gradio(config, fn, target, example_file_path) {
       target.find(".interpretation_explained .close_explain").click(function() {
         target.find(".interpretation_explained").remove();
       });
-      if (config["examples"]) {
-        target.find(".examples").removeClass("invisible");
-        let html = "<thead>"
-        for (let i = 0; i < config["input_interfaces"].length; i++) {
-          label = config["input_interfaces"][i][1]["label"];
-          html += "<th>" + label + "</th>";
-        }
-      }
     }
   }
   function load_example(example_id) {
     clear_all();
+    if (!(example_id in config["examples"])) {
+      return;
+    }
     for (let [i, value] of config["examples"][example_id].entries()) {
-      input_interfaces[i].load_example(value);
+      if (i < input_interfaces.length) {
+        input_interfaces[i].load_example(value);
+      } else if (i - input_interfaces.length < output_interfaces.length) {
+        let output_interface = output_interfaces[i - input_interfaces.length];
+        if ("load_example" in output_interface) {
+          output_interface.load_example(value);
+        } else {
+          output_interface.output(value)
+        }
+      }
     };
     if (io_master.loaded_examples && example_id in io_master.loaded_examples) {
       io_master.output({"data": io_master.loaded_examples[example_id]});
@@ -293,8 +309,15 @@ function gradio(config, fn, target, example_file_path) {
       html += "<tr row=" + example_id + ">";
       for (let [j, col] of example.entries()) {
         let new_col = JSON.parse(JSON.stringify(col))
-        if (input_interfaces[j].load_example_preview) {
-          new_col = input_interfaces[j].load_example_preview(new_col);
+        if (j < input_interfaces.length) {
+          if (input_interfaces[j].load_example_preview) {
+            new_col = input_interfaces[j].load_example_preview(new_col);
+          }
+        } else {
+          let k = j - input_interfaces.length;
+          if (k < output_interfaces.length && output_interfaces[k].load_example_preview) {
+            new_col = output_interfaces[k].load_example_preview(new_col);
+          }
         }
         html += "<td>" + new_col + "</td>";
       }
@@ -316,9 +339,13 @@ function gradio(config, fn, target, example_file_path) {
   if (config["examples"]) {
     target.find(".examples").removeClass("invisible");
     let html = "<thead>"
-    for (let i = 0; i < config["input_interfaces"].length; i++) {
-      label = config["input_interfaces"][i][1]["label"];
-      html += "<th>" + label + "</th>";
+    for (let input_interface of config["input_interfaces"]) {
+      html += "<th>" + input_interface[1]["label"] + "</th>";
+    }
+    if (config["examples"].length > 0 && config["examples"][0].length > config["input_interfaces"].length) {
+      for (let output_interface of config["output_interfaces"]) {
+        html += "<th>" + output_interface[1]["label"] + "</th>";
+      }
     }
     html += "</thead>";
     html += "<tbody class='examples_body'></tbody>";
@@ -346,6 +373,23 @@ function gradio(config, fn, target, example_file_path) {
       io_master.current_page = page_num;
       load_page();
     })
+    set_table_mode = function() {
+      target.find(".examples-content").removeClass("gallery");
+      target.find(".examples_control_right button").removeClass("current");
+      target.find(".table_examples").addClass("current");
+    }
+    set_gallery_mode = function() {
+      target.find(".examples-content").addClass("gallery");
+      target.find(".examples_control_right button").removeClass("current");
+      target.find(".gallery_examples").addClass("current");
+    }
+    target.on("click", ".table_examples",  set_table_mode);
+    target.on("click", ".gallery_examples",  set_gallery_mode);
+    if (config["examples"].length > 0 && config["examples"][0].length > 1) {
+      set_table_mode();
+    } else {
+      set_gallery_mode();
+    }
     target.find(".load_prev").click(prev_example);
     target.find(".load_next").click(next_example);
     target.find(".order_similar").click(function() {
@@ -518,7 +562,7 @@ function gradio(config, fn, target, example_file_path) {
   target.find(".flag").click(function() {
     if (io_master.last_output) {
       target.find(".flag").addClass("flagged");
-      window.setTimeout(() => {target.find(".flag").removeClass("flagged");}, 100);
+      window.setTimeout(() => {target.find(".flag").removeClass("flagged");}, 500);
       io_master.flag();
     }
   })
diff --git a/gradio/static/js/interfaces/input/dataframe.js b/gradio/static/js/interfaces/input/dataframe.js
index 9ea348af1f..4fe0a5c653 100644
--- a/gradio/static/js/interfaces/input/dataframe.js
+++ b/gradio/static/js/interfaces/input/dataframe.js
@@ -81,8 +81,8 @@ const dataframe_input = {
   interpretation_logic: "Highlights the output contribution of each cell in dataframe.",
   load_example_preview: function(data) {
     let data_copy = [];
-    for (let row of data.splice(0,3)) {
-      new_row = row.splice(0,3)
+    for (let row of data.slice(0,3)) {
+      new_row = row.slice(0,3)
       if (row.length > 3) {
         new_row.push("...");
       }
diff --git a/gradio/static/js/interfaces/input/video.js b/gradio/static/js/interfaces/input/video.js
index 7c5c6fdde9..2ba93a795c 100644
--- a/gradio/static/js/interfaces/input/video.js
+++ b/gradio/static/js/interfaces/input/video.js
@@ -80,29 +80,14 @@ const video_input = {
       io.state = "VIDEO_LOADED"
     }
   },
-  load_example_preview: function(data) {
-    return "<video src='"+this.io_master.example_file_path+data+"' height=100>"
-  },
   load_example: function(example_data) {
     example_data = this.io_master.example_file_path + example_data;
     let io = this;
     toDataURL(example_data, function(data) {
-      if (io.source == "canvas") {
-        io.clear();
-        let ctx = this.context;
-        var img = new Image;
-        let dimension = io.target.find(".canvas_holder canvas").width();
-        img.onload = function(){
-          ctx.clearRect(0,0,dimension,dimension);
-          ctx.drawImage(img,0,0,dimension,dimension);
-        };
-        img.src = data;
-      } else {
-        io.target.find(".upload_zone").hide();
-        io.target.find(".image_display").removeClass("hide");
-        io.set_video_data(data, /*update_editor=*/true);
-        io.state = "VIDEO_LOADED";
-      }
+      io.target.find(".upload_zone").hide();
+      io.target.find(".image_display").removeClass("hide");
+      io.set_video_data(data, /*update_editor=*/true);
+      io.state = "VIDEO_LOADED";
     })
   }
 }
diff --git a/gradio/static/js/interfaces/output/audio.js b/gradio/static/js/interfaces/output/audio.js
index 209732abf0..f1cec18e89 100644
--- a/gradio/static/js/interfaces/output/audio.js
+++ b/gradio/static/js/interfaces/output/audio.js
@@ -31,7 +31,14 @@ const audio_output = {
       this.wavesurfer.stop();
     }
   },
-  load_example_preview: function(data) {
-    return "[audio]";
+  load_example: function(example_data) {
+    example_data = this.io_master.example_file_path + example_data;
+    let io = this;
+    if (io.state == "NO_AUDIO" || io.state == "RECORDED") {
+      io.clear();
+      toDataURL(example_data, function(data) {
+        io.output(data);
+      })  
+    }
   },
 }
diff --git a/gradio/static/js/interfaces/output/dataframe.js b/gradio/static/js/interfaces/output/dataframe.js
index 65b6392b18..8b70e39ff9 100644
--- a/gradio/static/js/interfaces/output/dataframe.js
+++ b/gradio/static/js/interfaces/output/dataframe.js
@@ -24,11 +24,14 @@ const dataframe_output = {
     jexcel.destroy(this.target.find(".dataframe")[0]);
     this.table = null;
   },
+  load_example: function(data) {
+    this.output({"data": data});
+  },
   load_example_preview: function(data) {
-    data = JSON.parse(JSON.stringify(data["data"]))
+    data = JSON.parse(JSON.stringify(data))
     let data_copy = [];
-    for (let row of data.splice(0,3)) {
-      new_row = row.splice(0,3)
+    for (let row of data.slice(0,3)) {
+      new_row = row.slice(0,3)
       if (row.length > 3) {
         new_row.push("...");
       }
diff --git a/gradio/static/js/interfaces/output/file.js b/gradio/static/js/interfaces/output/file.js
index ad53964f70..d1c68e5635 100644
--- a/gradio/static/js/interfaces/output/file.js
+++ b/gradio/static/js/interfaces/output/file.js
@@ -25,7 +25,12 @@ const file_output = {
       .removeAttr("href")
       .removeAttr("download");
   },
-  load_example_preview: function(data) {
-    return data.name;
-  },
+  load_example: function(example_data) {
+    example_path = this.io_master.example_file_path + example_data;
+    this.target.find(".file_name").text(example_data);
+    this.target.find(".file_size").empty();
+    this.target.find(".interface_mini_box")
+      .attr("href", example_path)
+      .attr("download", example_data);
+  }
 }
diff --git a/gradio/static/js/interfaces/output/image.js b/gradio/static/js/interfaces/output/image.js
index 9b0431a725..69b6ec4bef 100644
--- a/gradio/static/js/interfaces/output/image.js
+++ b/gradio/static/js/interfaces/output/image.js
@@ -46,7 +46,16 @@ const image_output = {
     this.target.find(".output_image").attr('src', "")
   },
   load_example_preview: function(data) {
-    return "<img src='"+data[0]+"' height=100>"
+    data = this.io_master.example_file_path + data;
+    return "<img src='"+data+"' height=100>"
   },
-
+  load_example: function(example_data) {
+    example_data = this.io_master.example_file_path + example_data;
+    let io = this;
+    toDataURL(example_data, function(data) {
+      io.target.find(".upload_zone").hide();
+      io.target.find(".image_display").removeClass("hide");
+      io.output([data, []]);
+    })
+  }
 }
diff --git a/gradio/static/js/interfaces/output/label.js b/gradio/static/js/interfaces/output/label.js
index 35e64532dd..8a6520d5d5 100644
--- a/gradio/static/js/interfaces/output/label.js
+++ b/gradio/static/js/interfaces/output/label.js
@@ -22,15 +22,42 @@ const label_output = {
       }
     }
   },
+  load_example: function(data) {
+    this.output(this.convert_example_to_output(data));
+  },
   load_example_preview: function(data) {
-    if ("confidences" in data) {
-      for (let confidence_set of data["confidences"]) {
-        if (confidence_set["label"] == data["label"]) {
-          return data["label"] + " (" + (100*confidence_set["confidence"]).toFixed(1) + "%)";
+    let output = this.convert_example_to_output(data);
+    if ("confidences" in output) {
+      if (typeof data == "string") {
+        try {
+          data = JSON.parse(data);
+        } catch (e) {
+          return output["label"]
         }
       }
+      return output["label"] + " (" + (100 * data[output["label"]]).toFixed(2) + "%)";
     }
-    return data["label"];
+    return output["label"]
+  },
+  convert_example_to_output: function(data) {
+    if (typeof data == "string") {
+      try {
+        data = JSON.parse(data);
+      } catch (e) {
+        return {"label": data};
+      }
+    }
+    let [max_label, max_confidence] = ["", 0]
+    let output = {"confidences": []}
+    for (let [label, confidence] of Object.entries(data)) {
+      output["confidences"].push({"label": label, "confidence": confidence});
+      if (confidence > max_confidence) {
+        max_confidence = confidence;
+        max_label = label;
+      }
+    }
+    output["label"] = max_label;
+    return output;
   },
   clear: function() {
     this.target.find(".output_class").empty();
diff --git a/gradio/static/js/interfaces/output/textbox.js b/gradio/static/js/interfaces/output/textbox.js
index bb676d92ab..17259b085d 100644
--- a/gradio/static/js/interfaces/output/textbox.js
+++ b/gradio/static/js/interfaces/output/textbox.js
@@ -11,7 +11,7 @@ const textbox_output = {
     this.target.find(".output_text").empty();
   },
   load_example_preview: function(data) {
-    if (data.length > 20) {
+    if (typeof data == "string" && data.length > 20) {
       return data.substring(0,20) + "...";
     }
     return data;
diff --git a/gradio/static/js/interfaces/output/video.js b/gradio/static/js/interfaces/output/video.js
index 8c165b9a11..5317ce7700 100644
--- a/gradio/static/js/interfaces/output/video.js
+++ b/gradio/static/js/interfaces/output/video.js
@@ -20,8 +20,13 @@ const video_output = {
     this.target.find(".output_image_holder").addClass("hide");
     this.target.find(".output_image").attr('src', "")
   },
-  load_example_preview: function(data) {
-    return "<video controls src='"+data[0]+"' height=100>"
-  },
-
+  load_example: function(example_data) {
+    example_data = this.io_master.example_file_path + example_data;
+    let io = this;
+    toDataURL(example_data, function(data) {
+      io.target.find(".upload_zone").hide();
+      io.target.find(".image_display").removeClass("hide");
+      io.output(data);
+    })
+  }
 }