1.pandas_datareader-stock_data.ipynb

{
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   "cell_type": "code",
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pixiedust database opened successfully\n"
     ]
    },
    {
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       "\n",
       "        <div style=\"margin:10px\">\n",
       "            <a href=\"https://github.com/ibm-watson-data-lab/pixiedust\" target=\"_new\">\n",
       "                <img src=\"https://github.com/ibm-watson-data-lab/pixiedust/raw/master/docs/_static/pd_icon32.png\" style=\"float:left;margin-right:10px\"/>\n",
       "            </a>\n",
       "            <span>Pixiedust version 1.1.18</span>\n",
       "        </div>\n",
       "        "
      ],
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sentdex\n",
    "import pixiedust\n",
    "import pandas_datareader as web"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "\".pixiedust .modal-dialog .btn-primary:hover {\\n\"+\n",
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       "\"}\\n\"+\n",
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       "\".pixiedust .rendererOpt.checkbox label {\\n\"+\n",
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       "\"    content: \\\"\\\";\\n\"+\n",
       "\"    display: inline-block;\\n\"+\n",
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       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\".pixiedust .rendererOpt.checkbox.checkbox-inline { margin-top: 0; }\\n\"+\n",
       "\"\\n\"+\n",
       "\".pixiedust .rendererOpt.checkbox-primary input[type=\\\"checkbox\\\"]:checked + label::before {\\n\"+\n",
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       "\"    visibility: hidden;\\n\"+\n",
       "\"}\\n\"+\n",
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       "\".pixiedust-app .pixiedustWrapperHTML,\\n\"+\n",
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       "\"}\\n\"+\n",
       "\".pixiedust-app.pixiedust-default-dialog .modal-dialog {\\n\"+\n",
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       "\".pixiedust-app.pixiedust-default-dialog .modal-dialog .pixiedust {\\n\"+\n",
       "\"  height: auto !important;\\n\"+\n",
       "\"}\\n\"+\n",
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       "\"    border: 0 none;\\n\"+\n",
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       "\"}\\n\"+\n",
       "\".pixiedust-app.pixiedust-maximize .modal-dialog {\\n\"+\n",
       "\"    height: 100% !important;\\n\"+\n",
       "\"    margin: 0;\\n\"+\n",
       "\"    overflow: hidden;\\n\"+\n",
       "\"    padding: 0;\\n\"+\n",
       "\"    width: 100% !important;\\n\"+\n",
       "\"}\\n\"+\n",
       "\".pixiedust-app.pixiedust-maximize .modal-dialog .pixiedust {\\n\"+\n",
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       "\"    function setText(targetNode, contents, pdCtl = null, userCtl = null){\\n\"+\n",
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       "\"        }else{\\n\"+\n",
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       "\"        });\\n\"+\n",
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       "\"            cb = null;\\n\"+\n",
       "\"            cmd = null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (cb && $targetDivId == \\\"debugger_refresh\\\"){\\n\"+\n",
       "\"            cb.refreshDebugger = true;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        pixiedust.input_reply_queue.inflight = cb;\\n\"+\n",
       "\"        if (cmd){\\n\"+\n",
       "\"            var prolog = cb ? \\\"print('\\\" + pixiedust.input_reply_queue.registerCallback(cb) + \\\"');;\\\" : \\\"\\\";\\n\"+\n",
       "\"            IPython.notebook.session.kernel.send_input_reply( prolog + cmd );\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var cellId = options.cell_id || \\\"\\\";\\n\"+\n",
       "\"    var curCell = pixiedust.getCell(cellId);\\n\"+\n",
       "\"    console.log(\\\"curCell\\\",curCell);\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var callbacks = {\\n\"+\n",
       "\"        shell : {\\n\"+\n",
       "\"            reply : function(){\\n\"+\n",
       "\"                if ( !callbacks.response ){\\n\"+\n",
       "\"                    var targetNodeUpdated = false;\\n\"+\n",
       "\"                    if (!user_controls.partialUpdate){\\n\"+\n",
       "\"                        targetNodeUpdated = setHTML(getTargetNode(), \\\"\\\",pd_controls, user_controls);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                        user_controls.onDisplayDone(getTargetNode(), targetNodeUpdated);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            },\\n\"+\n",
       "\"            payload : {\\n\"+\n",
       "\"                set_next_input : function(payload){\\n\"+\n",
       "\"                    if (curCell){\\n\"+\n",
       "\"                        curCell._handle_set_next_input(payload);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        iopub:{\\n\"+\n",
       "\"            output:function(msg){\\n\"+\n",
       "\"                if (curCell && !$targetDivId && getTargetNode().length == 0){\\n\"+\n",
       "\"                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                    return;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                callbacks.response = true;\\n\"+\n",
       "\"                console.log(\\\"msg\\\", msg);\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                if (cellId == \\\"\\\"){\\n\"+\n",
       "\"                    if (curCell){\\n\"+\n",
       "\"                        curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                        curCell.output_area.outputs=[];\\n\"+\n",
       "\"                    }else{\\n\"+\n",
       "\"                        console.log(\\\"Could not find current cell\\\");\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    return;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                var msg_type=msg.header.msg_type;\\n\"+\n",
       "\"                var content = msg.content;\\n\"+\n",
       "\"                var targetNodeUpdated = false;\\n\"+\n",
       "\"                if(msg_type===\\\"stream\\\"){\\n\"+\n",
       "\"                    var reply_callbacks = pixiedust.input_reply_queue.parseCallback(content);\\n\"+\n",
       "\"                    if (reply_callbacks && reply_callbacks != callbacks){\\n\"+\n",
       "\"                        if (reply_callbacks.iopub){\\n\"+\n",
       "\"                            reply_callbacks.iopub.output(msg);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        return;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    var useHTML = false;\\n\"+\n",
       "\"                    var process_output = getScriptOfType($(\\\"#\\\" + $targetDivId), \\\"process_output\\\");\\n\"+\n",
       "\"                    if (process_output){\\n\"+\n",
       "\"                        try{\\n\"+\n",
       "\"                            content.text = new Function('output', process_output)(content.text);\\n\"+\n",
       "\"                            useHTML = true;\\n\"+\n",
       "\"                        }catch(e){\\n\"+\n",
       "\"                            console.log(\\\"Error while invoking post output function\\\", e, content.text, process_output);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (user_controls.onSuccess){\\n\"+\n",
       "\"                        user_controls.onSuccess(content.text);\\n\"+\n",
       "\"                    }else{\\n\"+\n",
       "\"                        fn = useHTML?setHTML:setText;\\n\"+\n",
       "\"                        targetNodeUpdated = fn(getTargetNode(), content.text, pd_controls, user_controls);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else if (msg_type===\\\"display_data\\\" || msg_type===\\\"execute_result\\\"){\\n\"+\n",
       "\"                    var html=null;\\n\"+\n",
       "\"                    if (!!content.data[\\\"text/html\\\"]){\\n\"+\n",
       "\"                        html=content.data[\\\"text/html\\\"];\\n\"+\n",
       "\"                    }else if (!!content.data[\\\"image/png\\\"]){\\n\"+\n",
       "\"                        html=html||\\\"\\\";\\n\"+\n",
       "\"                        html+=\\\"<img src='data:image/png;base64,\\\" +content.data[\\\"image/png\\\"]+\\\"'></img>\\\";\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                                                    \\n\"+\n",
       "\"                    if (!!content.data[\\\"application/javascript\\\"]){\\n\"+\n",
       "\"                        try {\\n\"+\n",
       "\"                            eval(content.data[\\\"application/javascript\\\"]);\\n\"+\n",
       "\"                        } catch(err) {\\n\"+\n",
       "\"                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                        }                        \\n\"+\n",
       "\"                        return;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    if (html){\\n\"+\n",
       "\"                        try{\\n\"+\n",
       "\"                            if (user_controls.onSuccess){\\n\"+\n",
       "\"                                user_controls.onSuccess(html);\\n\"+\n",
       "\"                            }else{\\n\"+\n",
       "\"                                targetNodeUpdated = setHTML(getTargetNode(), html, pd_controls, user_controls);\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                            if (content.metadata && content.metadata.pixieapp_metadata){\\n\"+\n",
       "\"                                \\n\"+\n",
       "\"                                if (curCell){\\n\"+\n",
       "\"                                    curCell._metadata.pixiedust.pixieapp = content.metadata.pixieapp_metadata;\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                                \\n\"+\n",
       "\"                            }                            \\n\"+\n",
       "\"                        }catch(e){\\n\"+\n",
       "\"                            console.log(\\\"Invalid html output\\\", e, html);\\n\"+\n",
       "\"                            targetNodeUpdated = setHTML(getTargetNode(),  \\\"Invalid html output: \\\" + e.message + \\\"<pre>\\\" \\n\"+\n",
       "\"                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\\\"/g,'&quot;') + \\\"<pre>\\\",\\n\"+\n",
       "\"                                pd_controls, user_controls);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (callbacks.options && callbacks.options.nostore_delaysave){\\n\"+\n",
       "\"                            setTimeout(function(){\\n\"+\n",
       "\"                                pixiedust.saveOutputInCell(curCell, content, html, msg_type);\\n\"+\n",
       "\"                            }, 1000);\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            pixiedust.saveOutputInCell(curCell, content, html, msg_type);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else if (msg_type === \\\"error\\\") {\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    require(['base/js/utils'], function(utils) {\\n\"+\n",
       "\"                        if (content.ename == \\\"BdbQuit\\\"){\\n\"+\n",
       "\"                            targetNodeUpdated = setHTML(\\n\"+\n",
       "\"                                getTargetNode(), \\n\"+\n",
       "\"                                \\\"PixieDebugger exited\\\", \\n\"+\n",
       "\"                                pd_controls, \\n\"+\n",
       "\"                                user_controls\\n\"+\n",
       "\"                            );\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            var tb = content.traceback;\\n\"+\n",
       "\"                            console.log(\\\"tb\\\",tb);\\n\"+\n",
       "\"                            if (tb && tb.length>0){\\n\"+\n",
       "\"                                var data = tb.reduce(function(res, frame){return res+frame+'\\\\\\\\n';},\\\"\\\");\\n\"+\n",
       "\"                                console.log(\\\"data\\\",data);\\n\"+\n",
       "\"                                data = utils.fixConsole(data);\\n\"+\n",
       "\"                                data = utils.fixCarriageReturn(data);\\n\"+\n",
       "\"                                data = utils.autoLinkUrls(data);\\n\"+\n",
       "\"                                if (user_controls.onError){\\n\"+\n",
       "\"                                    user_controls.onError(data);\\n\"+\n",
       "\"                                }else{\\n\"+\n",
       "\"                                    var debugger_html = '<button type=\\\"submit\\\" pd_options=\\\"new_parent_prefix=false\\\" pd_target=\\\"' + \\n\"+\n",
       "\"                                    getTargetNodeId() + '\\\" pd_app=\\\"pixiedust.apps.debugger.PixieDebugger\\\">Post Mortem</button>' +\\n\"+\n",
       "\"                                    '<span>&nbsp;&nbsp;</span>' +\\n\"+\n",
       "\"                                    '<button type=\\\"submit\\\" pd_options=\\\"new_parent_prefix=false;debug_route=true\\\" pd_target=\\\"' + \\n\"+\n",
       "\"                                    getTargetNodeId() + '\\\" pd_app=\\\"pixiedust.apps.debugger.PixieDebugger\\\">Debug Route</button>'\\n\"+\n",
       "\"\\n\"+\n",
       "\"                                    targetNodeUpdated = setHTML(\\n\"+\n",
       "\"                                        getTargetNode(), \\n\"+\n",
       "\"                                        debugger_html + \\\"<pre>\\\" + data + '</pre>' + debugger_html, \\n\"+\n",
       "\"                                        pd_controls, \\n\"+\n",
       "\"                                        user_controls\\n\"+\n",
       "\"                                    );\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    });\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    callbacks.response = false;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                    user_controls.onDisplayDone(getTargetNode(), targetNodeUpdated);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        input : function(msg){\\n\"+\n",
       "\"            var reply_callbacks = pixiedust.input_reply_queue.inflight;\\n\"+\n",
       "\"            if (!reply_callbacks || reply_callbacks.refreshDebugger){\\n\"+\n",
       "\"                $(\\\"#debugger_container_\\\" + pd_controls.prefix).show();\\n\"+\n",
       "\"                var input_target = \\\"input_reply_\\\" + pd_controls.prefix;\\n\"+\n",
       "\"                var process_output = getScriptOfType($(\\\"#\\\" + input_target), \\\"process_output\\\");\\n\"+\n",
       "\"                if (process_output){\\n\"+\n",
       "\"                    try{\\n\"+\n",
       "\"                        if (reply_callbacks){\\n\"+\n",
       "\"                            reply_callbacks.refreshDebugger = false;\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (!pixiedust.input_reply_queue.inflight){\\n\"+\n",
       "\"                            pixiedust.input_reply_queue.inflight = {};\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        msg.content.prompt = new Function('output', process_output)(msg.content.prompt);\\n\"+\n",
       "\"                        targetNodeUpdated = setHTML(getTargetNode(input_target), msg.content.prompt, pd_controls, user_controls);\\n\"+\n",
       "\"                        if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                            user_controls.onDisplayDone(getTargetNode(input_target), targetNodeUpdated);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }catch(e){\\n\"+\n",
       "\"                        console.log(\\\"Error while invoking post output function\\\", e, msg.content.prompt, process_output);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    console.log(\\\"No element with id input_reply_\\\"+pd_controls.prefix + \\\" found\\\");\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            if (reply_callbacks && reply_callbacks.answer_input_reply){\\n\"+\n",
       "\"                var answer = reply_callbacks.answer_input_reply;\\n\"+\n",
       "\"                reply_callbacks.answer_input_reply = null;\\n\"+\n",
       "\"                send_input_reply(reply_callbacks, answer, pd_controls);\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                var next_input_reply = pixiedust.input_reply_queue.queue.shift();\\n\"+\n",
       "\"                if (next_input_reply && next_input_reply.command == \\\"no_op_delay\\\"){\\n\"+\n",
       "\"                    next_input_reply = pixiedust.input_reply_queue.queue.shift();\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                if (next_input_reply){\\n\"+\n",
       "\"                    send_input_reply(next_input_reply.callbacks, next_input_reply.command, pd_controls);\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    pixiedust.input_reply_queue.inflight = null;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            console.log(\\\"Handling input msg request: \\\", msg);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\\n\"+\n",
       "\"    \\n\"+\n",
       "\"        var command = user_controls.script || pd_controls.command.replace(\\\"cellId\\\",cellId);\\n\"+\n",
       "\"        if ( !user_controls.script){\\n\"+\n",
       "\"            function addOptions(options, override=true, ignoreKeys=[]){\\n\"+\n",
       "\"                function getStringRep(v) {\\n\"+\n",
       "\"                    return \\\"'\\\" + v + \\\"'\\\";\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                for (var key in (options||{})){\\n\"+\n",
       "\"                    if (ignoreKeys.indexOf(key)>=0){\\n\"+\n",
       "\"                        continue;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    var value = options[key];\\n\"+\n",
       "\"                    var hasValue = value != null && typeof value !== 'undefined' && value !== '';\\n\"+\n",
       "\"                    var replaceValue = hasValue ? (key+\\\"=\\\" + getStringRep(value) ) : \\\"\\\";\\n\"+\n",
       "\"                    var pattern = (hasValue?\\\"\\\":\\\",\\\")+\\\"\\\\\\\\s*\\\" + key + \\\"\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"                    var rpattern=new RegExp(pattern);\\n\"+\n",
       "\"                    var n = command.search(rpattern);\\n\"+\n",
       "\"                    if ( n >= 0 ){\\n\"+\n",
       "\"                        if (override){\\n\"+\n",
       "\"                            command = command.replace(rpattern, replaceValue);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }else if (hasValue){\\n\"+\n",
       "\"                        var n = command.lastIndexOf(\\\")\\\");\\n\"+\n",
       "\"                        command = [command.slice(0, n), (command[n-1]==\\\"(\\\"? \\\"\\\":\\\",\\\") + replaceValue, command.slice(n)].join('')\\n\"+\n",
       "\"                    }        \\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            if(typeof cellMetadata != \\\"undefined\\\" && cellMetadata.displayParams){\\n\"+\n",
       "\"                addOptions(cellMetadata.displayParams);\\n\"+\n",
       "\"                addOptions({\\\"showchrome\\\":\\\"true\\\"});\\n\"+\n",
       "\"            }else if (curCell && curCell._metadata.pixiedust ){\\n\"+\n",
       "\"                if (!pd_controls.avoidMetadata){\\n\"+\n",
       "\"                    ignoreKeys = pd_controls.options.nostore_pixieapp?[\\\"handlerId\\\"]:[];\\n\"+\n",
       "\"                    if (pd_controls.override_keys){\\n\"+\n",
       "\"                        Array.prototype.push.apply(ignoreKeys,pd_controls.override_keys);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pd_controls.include_keys || []\\n\"+\n",
       "\"                    addOptions(curCell._metadata.pixiedust.displayParams || {}, pd_controls.useCellMetadata, ignoreKeys);\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    var includeKeys = pd_controls.include_keys || [];\\n\"+\n",
       "\"                    var includeOptions = {};\\n\"+\n",
       "\"                    for (var key in (curCell._metadata.pixiedust.displayParams||{})){\\n\"+\n",
       "\"                        if (includeKeys.indexOf(key) > -1 || !(key in pd_controls.options)){\\n\"+\n",
       "\"                            includeOptions[key] = curCell._metadata.pixiedust.displayParams[key];\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    addOptions(includeOptions);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            addOptions(user_controls.options||{});\\n\"+\n",
       "\"            var pattern = \\\"\\\\\\\\w*\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"            var rpattern=new RegExp(pattern,\\\"g\\\");\\n\"+\n",
       "\"            var n = command.match(rpattern);\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            var org_params = {}\\n\"+\n",
       "\"            for (var i=0; i<n.length;i++){\\n\"+\n",
       "\"                var parts = n[i].split(\\\"=\\\")\\n\"+\n",
       "\"                if (parts[0].trim() == \\\"org_params\\\"){\\n\"+\n",
       "\"                    var value = parts[1].trim()\\n\"+\n",
       "\"                    var values = value.substring(1,value.length-1).split(\\\",\\\");\\n\"+\n",
       "\"                    for (var p in values){\\n\"+\n",
       "\"                        org_params[values[p].trim()] = true;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    break;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            var displayParams={}\\n\"+\n",
       "\"            for (var i = 0; i < n.length; i++){\\n\"+\n",
       "\"                var parts=n[i].split(\\\"=\\\");\\n\"+\n",
       "\"                var key = parts[0].trim();\\n\"+\n",
       "\"                var value = parts[1].trim()\\n\"+\n",
       "\"                if (!key.startsWith(\\\"nostore_\\\") && key != \\\"showchrome\\\" && key != \\\"prefix\\\" && key != \\\"cell_id\\\" && key != \\\"org_params\\\" && !!!org_params[key]){\\n\"+\n",
       "\"                    displayParams[key] = value.substring(1,value.length-1);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"\\n\"+\n",
       "\"            \\n\"+\n",
       "\"\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            var rpattern=/,(.*?)='(.*?)'/g;\\n\"+\n",
       "\"            var newOptions = {};\\n\"+\n",
       "\"            for (var match = rpattern.exec(command); match != null; match = rpattern.exec(command)){\\n\"+\n",
       "\"                newOptions[match[1]] = match[2];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            pd_controls.options = newOptions;\\n\"+\n",
       "\"            pd_controls.command = command;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if(curCell&&curCell.output_area){ \\n\"+\n",
       "\"            if ( !user_controls.nostoreMedatadata ){\\n\"+\n",
       "\"                curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\\n\"+\n",
       "\"                curCell._metadata.pixiedust.displayParams=displayParams\\n\"+\n",
       "\"                curCell.output_area.outputs=[];\\n\"+\n",
       "\"                var old_msg_id = curCell.last_msg_id;\\n\"+\n",
       "\"                if (old_msg_id) {\\n\"+\n",
       "\"                    curCell.kernel.clear_callbacks_for_msg(old_msg_id);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            console.log(\\\"couldn't find the cell\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        $('#wrapperJS' + pd_prefix).html(\\\"\\\")\\n\"+\n",
       "\"        if (!getTargetNode().hasClass( \\\"no_loading_msg\\\" )){\\n\"+\n",
       "\"            setHTML(getTargetNode(), \\n\"+\n",
       "\"                '<div style=\\\"width:100px;height:60px;left:47%;position:relative\\\">'+\\n\"+\n",
       "\"                    '<i class=\\\"fa fa-circle-o-notch fa-spin\\\" style=\\\"font-size:48px\\\"></i>'+\\n\"+\n",
       "\"                '</div>'+\\n\"+\n",
       "\"                '<div style=\\\"text-align:center\\\">' +\\n\"+\n",
       "\"                    (getTargetNode().attr(\\\"pd_loading_msg\\\") || \\\"Loading your data. Please wait...\\\") +\\n\"+\n",
       "\"                '</div>',\\n\"+\n",
       "\"                pd_controls, user_controls\\n\"+\n",
       "\"            );\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        if (curCell && checkRootInit() && curCell._metadata.pixiedust && curCell._metadata.pixiedust.pixieapp){\\n\"+\n",
       "\"            pd_controls.entity = pd_controls.entity || []\\n\"+\n",
       "\"            if (pd_controls.entity.length == 1 && (pd_controls.options.nostore_pixieapp == pd_controls.entity[0])){\\n\"+\n",
       "\"                console.log(\\\"Initializing pixieapp metadata\\\");\\n\"+\n",
       "\"                command = pd_controls.options.nostore_pixieapp + \\\".append_metadata(\\\" + \\n\"+\n",
       "\"                JSON.stringify(curCell._metadata.pixiedust.pixieapp) + \\\")\\\\n\\\" + command\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (user_controls.send_input_reply){\\n\"+\n",
       "\"            command = user_controls.send_input_reply;\\n\"+\n",
       "\"            callbacks.answer_input_reply = user_controls.answer_input_reply;\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            pixiedust.input_reply_queue.queue = pixiedust.input_reply_queue.queue.filter(\\n\"+\n",
       "\"                function(item){\\n\"+\n",
       "\"                    return item.command!='no_op';\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            );\\n\"+\n",
       "\"            if (pixiedust.input_reply_queue.inflight || pixiedust.input_reply_queue.queue.length > 0 || command == \\\"no_op_delay\\\"){\\n\"+\n",
       "\"                pixiedust.input_reply_queue.queue.push({\\\"command\\\":command, \\\"callbacks\\\":callbacks});\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                send_input_reply(callbacks, command, pd_controls);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            if (pixiedust.input_reply_queue.inflight){\\n\"+\n",
       "\"                console.log(\\\"Warning: A kernel request is triggered but not all the reply callback where consummed\\\", command);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            command = command.trim();\\n\"+\n",
       "\"            IPython.notebook.session.kernel.execute(command, callbacks, {\\n\"+\n",
       "\"                silent:true,store_history:false,stop_on_error:true,allow_stdin : true\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        \\n\"+\n",
       "\"\\n\"+\n",
       "\"        console.log(\\\"Running command2:\\\\n\\\",command);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"}()\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        executeInDialog:function(pd_controls, user_controls){\\n\"+\n",
       "\"            pd_controls = pd_controls || {};\\n\"+\n",
       "\"            user_controls = user_controls || {\\\"options\\\":{}};\\n\"+\n",
       "\"            var displayOptions = $.extend({}, pd_controls.options || {}, user_controls.options || {} );\\n\"+\n",
       "\"            var global={};\\n\"+\n",
       "\"            var sourceDivId = displayOptions.targetDivId;\\n\"+\n",
       "\"            require(['base/js/dialog'],function(dialog){\\n\"+\n",
       "\"                var modal = dialog.modal;\\n\"+\n",
       "\"                var attr_pd_ctrl = JSON.stringify(pd_controls).trim()\\n\"+\n",
       "\"                    .replace(/&/g, '&amp;')\\n\"+\n",
       "\"                    .replace(/'/g, '&apos;')\\n\"+\n",
       "\"                    .replace(/\\\"/g, '&quot;')\\n\"+\n",
       "\"                    .replace(/</g, '&lt;')\\n\"+\n",
       "\"                    .replace(/>/g, '&gt;');\\n\"+\n",
       "\"                var dialogRoot = \\\"dialog\\\" + pd_controls.prefix + \\\"root\\\";\\n\"+\n",
       "\"                var options = {\\n\"+\n",
       "\"                    title: \\\"PixieDust: \\\" + (displayOptions.title || \\\"Dialog\\\"),\\n\"+\n",
       "\"                    body: '<div id=\\\"' + dialogRoot + '\\\" pixiedust=\\\"' + attr_pd_ctrl + '\\\" class=\\\"pixiedust\\\"></div>',\\n\"+\n",
       "\"                    sanitize:false,\\n\"+\n",
       "\"                    notebook: IPython.notebook,\\n\"+\n",
       "\"                    keyboard_manager: IPython.notebook.keyboard_manager,\\n\"+\n",
       "\"                    maximize_modal: (displayOptions.maximize === \\\"true\\\"),\\n\"+\n",
       "\"                    custom_class: (displayOptions.customClass || ''),\\n\"+\n",
       "\"                    hide_header: (displayOptions.hideHeader === 'true'),\\n\"+\n",
       "\"                    hide_footer: (displayOptions.showFooter === undefined || displayOptions.showFooter !== 'true'),\\n\"+\n",
       "\"                    buttons: {\\n\"+\n",
       "\"                        OK: {\\n\"+\n",
       "\"                            class : \\\"btn-primary btn-ok\\\",\\n\"+\n",
       "\"                            click: function() {\\n\"+\n",
       "\"                                var dlg = $(\\\"#\\\" + dialogRoot + \\\" > pd_dialog\\\");\\n\"+\n",
       "\"                                try{\\n\"+\n",
       "\"                                    pixiedust.dialogRoot = null;\\n\"+\n",
       "\"                                    $(document).trigger('pd_event', {targetDivId: sourceDivId || dialogRoot, entity: pd_controls.options.nostore_pixieapp});\\n\"+\n",
       "\"                                    return new Function('global', 'modal_obj', dlg.find(\\\"> pd_ok\\\").text().trim())(global, modal_obj);\\n\"+\n",
       "\"                                }catch(e){\\n\"+\n",
       "\"                                    console.error(e);\\n\"+\n",
       "\"                                    return false;\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        },\\n\"+\n",
       "\"                        Cancel: {\\n\"+\n",
       "\"                            class : \\\"btn-cancel\\\",\\n\"+\n",
       "\"                            click: function(){\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                function resizeDialog() {\\n\"+\n",
       "\"                    global.modalBodyStyle = $('.pixiedust .modal-body').attr('style');\\n\"+\n",
       "\"                    global.modalFooterStyle = $('.pixiedust .modal-footer').attr('style');\\n\"+\n",
       "\"                    $('.pixiedust .modal-body').attr('style', global.modalBodyStyle ? global.modalBodyStyle + ';padding:5px 20px !important;' : 'padding:5px 20px !important;');\\n\"+\n",
       "\"                    if (options.hide_footer){\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').attr('style', 'display:none !important;');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    $(\\\".pixiedust .modal-footer\\\").find(\\\"> button:contains('OK')\\\").attr(\\\"pd_options\\\", \\\"toto=true\\\");\\n\"+\n",
       "\"                    if (options.hide_header) {\\n\"+\n",
       "\"                        global.modalHeaderStyle = $('.pixiedust .modal-header').attr('style');\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').attr('style', 'display:none !important;');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                function resetDialog() {\\n\"+\n",
       "\"                    if (global.modalBodyStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-body').attr('style', global.modalBodyStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-body').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (global.modalFooterStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').attr('style', global.modalFooterStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (global.modalHeaderStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').attr('style', global.modalHeaderStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                var modal_obj = modal(options);\\n\"+\n",
       "\"                modal_obj.addClass('pixiedust pixiedust-app ' + options.custom_class);\\n\"+\n",
       "\"                if (options.maximize_modal) {\\n\"+\n",
       "\"                    modal_obj.addClass('pixiedust pixiedust-app pixiedust-maximize ' + options.custom_class);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                modal_obj.on('shown.bs.modal', function(){\\n\"+\n",
       "\"                    resizeDialog();\\n\"+\n",
       "\"                    var isFF = navigator.userAgent.toLowerCase().indexOf('firefox') > -1;\\n\"+\n",
       "\"                    if( isFF && options.keyboard_manager){\\n\"+\n",
       "\"                        \\n\"+\n",
       "\"                        var KeyboardManager = require('notebook/js/keyboardmanager').KeyboardManager;\\n\"+\n",
       "\"                        global.KMEnableProto = KeyboardManager.prototype.enable;\\n\"+\n",
       "\"                        KeyboardManager.prototype.enable = function () {\\n\"+\n",
       "\"                            this.enabled = false;\\n\"+\n",
       "\"                        };\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    IPython.keyboard_manager.register_events(modal_obj);\\n\"+\n",
       "\"                    user_controls.options.targetDivId = user_controls.targetDivId = dialogRoot;\\n\"+\n",
       "\"                    if ( user_controls.options.dialog == 'true'){\\n\"+\n",
       "\"                        user_controls.onDisplayDone = function(){\\n\"+\n",
       "\"                            var dlg = $(\\\"#\\\" + dialogRoot + \\\" > pd_dialog\\\")\\n\"+\n",
       "\"                            try{\\n\"+\n",
       "\"                                new Function('global', 'modal_obj', dlg.find(\\\"> pd_onload\\\").text().trim())(global, modal_obj);\\n\"+\n",
       "\"                            }catch(e){\\n\"+\n",
       "\"                                console.error(e);\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pixiedust.dialogRoot = dialogRoot;\\n\"+\n",
       "\"                    pixiedust.executeDisplay(pd_controls, user_controls);\\n\"+\n",
       "\"                });\\n\"+\n",
       "\"                modal_obj.on(\\\"hidden.bs.modal\\\", function () {\\n\"+\n",
       "\"                    resetDialog();\\n\"+\n",
       "\"                    if ( global.KMEnableProto ){\\n\"+\n",
       "\"                        var KeyboardManager = require('notebook/js/keyboardmanager').KeyboardManager;\\n\"+\n",
       "\"                        KeyboardManager.prototype.enable = global.KMEnableProto;\\n\"+\n",
       "\"                        delete global.KMEnableProto;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pixiedust.dialogRoot = null;\\n\"+\n",
       "\"                });\\n\"+\n",
       "\"            })\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        sendEvent: function(payload, divId){\\n\"+\n",
       "\"            payload = payload || {};\\n\"+\n",
       "\"            var targetElement = event.target || event.srcElement;\\n\"+\n",
       "\"            divId = divId || $(targetElement).uniqueId().attr('id');\\n\"+\n",
       "\"            payload.targetDivId = divId;\\n\"+\n",
       "\"            $(document).trigger('pd_event', payload);\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        saveOutputInCell: function(curCell, content, html, msg_type){\\n\"+\n",
       "\"            if(curCell && curCell.output_area && curCell.output_area.outputs){\\n\"+\n",
       "\"                var data = JSON.parse(JSON.stringify(content.data));\\n\"+\n",
       "\"                if(!!data[\\\"text/html\\\"])data[\\\"text/html\\\"]=html;\\n\"+\n",
       "\"                function savedData(data){\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    var markup='<style type=\\\"text/css\\\">.pd_warning{display:none;}</style>';\\n\"+\n",
       "\"                    markup+='<div class=\\\"pd_warning\\\"><em>Hey, there\\\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\\n\"+\n",
       "\"                    nodes = $.parseHTML(data[\\\"text/html\\\"], null, true);\\n\"+\n",
       "\"                    var s = $(nodes).wrap(\\\"<div>\\\").parent().find(\\\".pd_save\\\").not(\\\".pd_save .pd_save\\\");\\n\"+\n",
       "\"                    s.each(function(){\\n\"+\n",
       "\"                        var found = false;\\n\"+\n",
       "\"                        if ( $(this).attr(\\\"id\\\") ){\\n\"+\n",
       "\"                            var n = $(\\\"#\\\" + $(this).attr(\\\"id\\\"));\\n\"+\n",
       "\"                            if (n.length>0){\\n\"+\n",
       "\"                                found=true;\\n\"+\n",
       "\"                                n.each(function(){\\n\"+\n",
       "\"                                    $(this).addClass(\\\"is-viewer-good\\\");\\n\"+\n",
       "\"                                });\\n\"+\n",
       "\"                                markup+=n.wrap(\\\"<div>\\\").parent().html();\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            $(this).addClass(\\\"is-viewer-good\\\");\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (!found){\\n\"+\n",
       "\"                            markup+=$(this).parent().html();\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    });\\n\"+\n",
       "\"                    data[\\\"text/html\\\"] = markup;\\n\"+\n",
       "\"                    return data;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                curCell.output_area.outputs = [{\\n\"+\n",
       "\"                    \\\"data\\\": savedData(data),\\\"metadata\\\":content.metadata,\\\"output_type\\\":msg_type\\n\"+\n",
       "\"                }];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"})();\\n\"+\n",
       "\"\\n\"+\n",
       "\"function resolveScriptMacros(script){\\n\"+\n",
       "\"    script = script && script.replace(/\\\\$val\\\\(\\\\\\\"?(\\\\w*)\\\\\\\"?\\\\)/g, function(a,b){\\n\"+\n",
       "\"        var n = $(\\\"#\\\" + b );\\n\"+\n",
       "\"        var v = null;\\n\"+\n",
       "\"        if (n.length > 0){\\n\"+\n",
       "\"            if (n.is(':checkbox')){\\n\"+\n",
       "\"                v = n.is(':checked').toString();\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                v = $(\\\"#\\\" + b ).val() || $(\\\"#\\\" + b ).text();\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\" && window[b] && typeof window[b] === \\\"function\\\"){\\n\"+\n",
       "\"            v = window[b]();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\" && pixiedust[b] && typeof pixiedust[b] === \\\"function\\\"){\\n\"+\n",
       "\"            v = pixiedust[b]();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\"){\\n\"+\n",
       "\"            console.log(\\\"Warning: Unable to resolve value for element \\\", b);\\n\"+\n",
       "\"            return a;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (typeof v === \\\"object\\\"){\\n\"+\n",
       "\"            return JSON.stringify(v)\\n\"+\n",
       "\"                .split('\\\\\\\\').join('\\\\\\\\\\\\\\\\')\\n\"+\n",
       "\"                .split(\\\"'''\\\").join(\\\"\\\\\\\\'\\\\\\\\'\\\\\\\\'\\\")\\n\"+\n",
       "\"                .split('\\\"\\\"\\\"').join('\\\\\\\\\\\"\\\\\\\\\\\"\\\\\\\\\\\"')\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return v.split('\\\"').join('&quot;').split('\\\\n').join('\\\\\\\\n');\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    return script;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getParentScript(element){\\n\"+\n",
       "\"    var scripts = [];\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    $(element).parents(\\\"[pd_script]\\\").each(function(){\\n\"+\n",
       "\"        scripts.unshift(this.getAttribute(\\\"pd_script\\\"));\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var script = \\\"\\\";\\n\"+\n",
       "\"    $.each( scripts, function(index, value){\\n\"+\n",
       "\"        if (value){\\n\"+\n",
       "\"            script += \\\"\\\\n\\\" + value;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    return script;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function preRun(element){\\n\"+\n",
       "\"    var preRunCode = getScriptOfType(element, \\\"preRun\\\");\\n\"+\n",
       "\"    if (!preRunCode ){\\n\"+\n",
       "\"        return true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return new Function(preRunCode.trim())();\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getScriptOfType(element, scriptType){\\n\"+\n",
       "\"    if (!element.jquery){\\n\"+\n",
       "\"        element = $(element);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var code = null;\\n\"+\n",
       "\"    element.find(\\\"> pd_script\\\").each(function(){\\n\"+\n",
       "\"        var type = this.getAttribute(\\\"type\\\");\\n\"+\n",
       "\"        if (type == scriptType){\\n\"+\n",
       "\"            code = $(this).text();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    if (code){\\n\"+\n",
       "\"        return code.trim();\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return code;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function addOptions(command, options, override=true){\\n\"+\n",
       "\"    function getStringRep(v) {\\n\"+\n",
       "\"        if (typeof v === 'string' || v instanceof String){\\n\"+\n",
       "\"            v = v.replace(/'/g,\\\"\\\\\\\\\\\\'\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return \\\"'\\\" + v + \\\"'\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    for (var key in (options||{})){\\n\"+\n",
       "\"        var value = options[key];\\n\"+\n",
       "\"        var hasValue = value != null && typeof value !== 'undefined' && value !== '';\\n\"+\n",
       "\"        var replaceValue = hasValue ? (key+\\\"=\\\" + getStringRep(value) ) : \\\"\\\";\\n\"+\n",
       "\"        var pattern = (hasValue?\\\"\\\":\\\",\\\")+\\\"\\\\\\\\s*\\\" + key + \\\"\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"        var rpattern=new RegExp(pattern);\\n\"+\n",
       "\"        var n = command.search(rpattern);\\n\"+\n",
       "\"        if ( n >= 0 ){\\n\"+\n",
       "\"            if (override){\\n\"+\n",
       "\"                command = command.replace(rpattern, replaceValue);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else if (hasValue && command.search(/display\\\\s*\\\\(/) >= 0 ){\\n\"+\n",
       "\"            var n = command.lastIndexOf(\\\")\\\");\\n\"+\n",
       "\"            command = [command.slice(0, n), (command[n-1]==\\\"(\\\"? \\\"\\\":\\\",\\\") + replaceValue, command.slice(n)].join('')\\n\"+\n",
       "\"        }        \\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return command;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function computeGeometry(element, execInfo){\\n\"+\n",
       "\"        var parentStyles = [];\\n\"+\n",
       "\"    var hiddenBlockStyle = 'visibility: hidden !important; display: block !important;';\\n\"+\n",
       "\"    var tDiv = $(\\\"#\\\" + execInfo.targetDivId);\\n\"+\n",
       "\"    var tDivParents = tDiv.parents().addBack().filter(':hidden');\\n\"+\n",
       "\"    tDivParents.each(function() {\\n\"+\n",
       "\"        var currentStyle = $(this).attr('style');\\n\"+\n",
       "\"        parentStyles.push(currentStyle);\\n\"+\n",
       "\"        $(this).attr('style', currentStyle ? currentStyle + ';' + hiddenBlockStyle : hiddenBlockStyle);\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"\\n\"+\n",
       "\"        w = tDiv.width()\\n\"+\n",
       "\"    if (w) {\\n\"+\n",
       "\"        execInfo.options.nostore_cw= w;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if ($(element).parents(\\\".modal-dialog\\\").length > 0 ) {\\n\"+\n",
       "\"        h = tDiv.height()\\n\"+\n",
       "\"        if (h) {\\n\"+\n",
       "\"            execInfo.options.nostore_ch = h-10;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"        tDivParents.each(function(i) {\\n\"+\n",
       "\"        if (parentStyles[i] === undefined) {\\n\"+\n",
       "\"            $(this).removeAttr('style');\\n\"+\n",
       "\"        } else {\\n\"+\n",
       "\"            $(this).attr('style', parentStyles[i]);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function readScriptAttribute(element){\\n\"+\n",
       "\"    var retValue = element.getAttribute(\\\"pd_script\\\");\\n\"+\n",
       "\"    var run_raw = false;\\n\"+\n",
       "\"    if (!retValue){\\n\"+\n",
       "\"        $(element).find(\\\"> pd_script\\\").each(function(){\\n\"+\n",
       "\"            var type = this.getAttribute(\\\"type\\\");\\n\"+\n",
       "\"            if (!type || type==\\\"python\\\"){\\n\"+\n",
       "\"                retValue = $(this).text();\\n\"+\n",
       "\"                run_raw = this.hasAttribute(\\\"run_raw\\\");\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        })\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return retValue?{\\\"script\\\":retValue, \\\"run_raw\\\":run_raw}:null;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getAttribute(element, name, defValue, defValueIfKeyAlone){\\n\"+\n",
       "\"    if (!element.hasAttribute(name)){\\n\"+\n",
       "\"        return defValue;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    retValue = element.getAttribute(name);\\n\"+\n",
       "\"    return retValue || defValueIfKeyAlone;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function convertToBoolean(value, def){\\n\"+\n",
       "\"    if (value === undefined){\\n\"+\n",
       "\"        return def;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (typeof(value) == \\\"string\\\"){\\n\"+\n",
       "\"        return value.toLowerCase() == \\\"true\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return value;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function readExecInfo(pd_controls, element, searchParents, fromExecInfo){\\n\"+\n",
       "\"    if (searchParents === null || searchParents === undefined ){\\n\"+\n",
       "\"        searchParents = !element.hasAttribute(\\\"pd_stop_propagation\\\");\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var execInfo = {\\\"options\\\":{}};\\n\"+\n",
       "\"    $.extend(execInfo, fromExecInfo || {});\\n\"+\n",
       "\"    var hasOptions = false;\\n\"+\n",
       "\"    $.each( element.attributes, function(){\\n\"+\n",
       "\"        if (this.name.startsWith(\\\"option_\\\")){\\n\"+\n",
       "\"            hasOptions = true;\\n\"+\n",
       "\"            execInfo.options[this.name.replace(\\\"option_\\\", \\\"\\\")] = this.value || null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    var pd_options = resolveScriptMacros(element.getAttribute(\\\"pd_options\\\"));\\n\"+\n",
       "\"    if (pd_options){\\n\"+\n",
       "\"        var parts = pd_options.split(\\\";\\\");\\n\"+\n",
       "\"        $.each( parts, function(){\\n\"+\n",
       "\"            var index = this.indexOf(\\\"=\\\");\\n\"+\n",
       "\"            if ( index > 0){\\n\"+\n",
       "\"                hasOptions = true;\\n\"+\n",
       "\"                execInfo.options[this.substring(0, index)] = this.substring(index+1);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    $(element).find(\\\"> pd_options\\\").each(function(){\\n\"+\n",
       "\"        try{\\n\"+\n",
       "\"            var options = JSON.parse($(this).text());\\n\"+\n",
       "\"            hasOptions = true;\\n\"+\n",
       "\"            for (var key in options) { \\n\"+\n",
       "\"                execInfo.options[key] = resolveScriptMacros(options[key]); \\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }catch(e){\\n\"+\n",
       "\"            console.log(\\\"Error parsing pd_options, invalid json\\\", e);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    })\\n\"+\n",
       "\"    if (convertToBoolean(execInfo.options.nostore_figureOnly, true)){\\n\"+\n",
       "\"        execInfo.options.nostore_figureOnly = true;\\n\"+\n",
       "\"    }else{\\n\"+\n",
       "\"        delete execInfo.options.nostore_figureOnly;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    execInfo.options.targetDivId = execInfo.targetDivId = pd_controls.refreshTarget || element.getAttribute(\\\"pd_target\\\");\\n\"+\n",
       "\"    if (execInfo.options.targetDivId){\\n\"+\n",
       "\"        execInfo.options.no_margin=true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    execInfo.options.widget = element.getAttribute(\\\"pd_widget\\\");\\n\"+\n",
       "\"    execInfo.pixieapp = element.getAttribute(\\\"pd_app\\\");\\n\"+\n",
       "\"    if (execInfo.pixieapp && !execInfo.targetDivId){\\n\"+\n",
       "\"        execInfo.options.targetDivId = execInfo.targetDivId = $(element).uniqueId().attr('id');\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    computeGeometry(element, execInfo);\\n\"+\n",
       "\"\\n\"+\n",
       "\"    scriptAttr = readScriptAttribute(element);\\n\"+\n",
       "\"    if (scriptAttr){\\n\"+\n",
       "\"        execInfo.script = (execInfo.script || \\\"\\\") + \\\"\\\\n\\\" + scriptAttr.script;\\n\"+\n",
       "\"        execInfo.script_run_raw = scriptAttr.run_raw;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    execInfo.refresh = execInfo.refresh || (getAttribute(element, \\\"pd_refresh\\\", \\\"false\\\", \\\"true\\\") == 'true');\\n\"+\n",
       "\"    execInfo.norefresh = element.hasAttribute(\\\"pd_norefresh\\\");\\n\"+\n",
       "\"    execInfo.entity = element.hasAttribute(\\\"pd_entity\\\") ? resolveScriptMacros(element.getAttribute(\\\"pd_entity\\\")) || \\\"pixieapp_entity\\\" : null;\\n\"+\n",
       "\"    function applyEntity(c, e, doptions){\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        doptions.prefix = pd_controls.prefix;\\n\"+\n",
       "\"\\n\"+\n",
       "\"        pd_controls.sniffers = pd_controls.sniffers || [];\\n\"+\n",
       "\"        pd_controls.sniffers.forEach(function(sniffer){\\n\"+\n",
       "\"            c = addOptions(c, eval('(' + sniffer + ')'))       \\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        if (!e){\\n\"+\n",
       "\"            return addOptions(c, doptions);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (pd_controls.entity){\\n\"+\n",
       "\"            c = c.replace(pd_controls.entity, pd_controls.entity+ \\\".\\\" + e );\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            c = c.replace(/\\\\((\\\\w*),/, \\\"($1.\\\" + e + \\\",\\\");\\n\"+\n",
       "\"        }        \\n\"+\n",
       "\"        return addOptions(c, doptions);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    var hasRefreshTarget = element.hasAttribute(\\\"pd_refresh\\\") && \\n\"+\n",
       "\"                           element.getAttribute(\\\"pd_refresh\\\") != \\\"true\\\" &&\\n\"+\n",
       "\"                           element.getAttribute(\\\"pd_refresh\\\") != \\\"false\\\";\\n\"+\n",
       "\"    if ( (!hasOptions && (execInfo.refresh || hasRefreshTarget || execInfo.options.widget) && !execInfo.script) \\n\"+\n",
       "\"        || (!execInfo.script && execInfo.pixieapp)){\\n\"+\n",
       "\"        execInfo.script = \\\"#refresh\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    var dialog = (execInfo.options.dialog == \\\"true\\\");\\n\"+\n",
       "\"    if ( dialog ){\\n\"+\n",
       "\"        execInfo.script = execInfo.script || \\\"#refresh\\\";\\n\"+\n",
       "\"        execInfo.refresh = true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (execInfo.script){\\n\"+\n",
       "\"        execInfo.script = execInfo.script.trim()\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        var entity = pd_controls.entity;\\n\"+\n",
       "\"        if (!entity){\\n\"+\n",
       "\"            var match = pd_controls.command.match(/display\\\\((\\\\w*),/);\\n\"+\n",
       "\"            if (match){\\n\"+\n",
       "\"                entity = match[1];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (entity){\\n\"+\n",
       "\"            var prolog = \\\"\\\";\\n\"+\n",
       "\"            if (!execInfo.script_run_raw){\\n\"+\n",
       "\"                console.log(\\\"Inject self with entity\\\", entity);\\n\"+\n",
       "\"                prolog = \\\"from pixiedust.utils.shellAccess import ShellAccess\\\\n\\\"+\\n\"+\n",
       "\"                    \\\"self=ShellAccess['\\\" + entity + \\\"']\\\\n\\\";\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            execInfo.script = prolog +\\n\"+\n",
       "\"                resolveScriptMacros( getParentScript(element) ) + '\\\\n' +\\n\"+\n",
       "\"                resolveScriptMacros(execInfo.script);\\n\"+\n",
       "\"            if ( execInfo.pixieapp){\\n\"+\n",
       "\"                var locOptions = execInfo.options;\\n\"+\n",
       "\"                locOptions.cell_id = pd_controls.options.cell_id;\\n\"+\n",
       "\"                locOptions.prefix = pd_controls.prefix;\\n\"+\n",
       "\"                if (pd_controls.options.nostore_cw){\\n\"+\n",
       "\"                    locOptions.nostore_cw = pd_controls.options.nostore_cw\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                function makePythonStringOrNone(s){\\n\"+\n",
       "\"                    return !s?\\\"None\\\":('\\\"\\\"\\\"' + s + '\\\"\\\"\\\"')\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                function getCellMetadata(){\\n\"+\n",
       "\"                    var cell = pixiedust.getCell(execInfo.options.cell_id);\\n\"+\n",
       "\"                    var retValue = cell?cell._metadata:{};\\n\"+\n",
       "\"                    return JSON.stringify(retValue || {});\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                execInfo.script += \\\"\\\\nfrom pixiedust.display.app.pixieapp import runPixieApp\\\" + \\n\"+\n",
       "\"                    \\\"\\\\ntrue=True\\\\nfalse=False\\\\nnull=None\\\" +\\n\"+\n",
       "\"                    \\\"\\\\nrunPixieApp('\\\" + \\n\"+\n",
       "\"                    execInfo.pixieapp + \\\"', options=\\\" + JSON.stringify(locOptions) \\n\"+\n",
       "\"                    + \\\",parent_command=\\\" + makePythonStringOrNone(applyEntity(pd_controls.command, execInfo.entity, execInfo.options))\\n\"+\n",
       "\"                    + \\\",parent_pixieapp=\\\" + makePythonStringOrNone(pd_controls.options.nostore_pixieapp)\\n\"+\n",
       "\"                    + \\\",cell_metadata=\\\" + getCellMetadata()\\n\"+\n",
       "\"                    + \\\")\\\";\\n\"+\n",
       "\"            }else if ( ( hasOptions || execInfo.refresh || execInfo.entity || execInfo.options.widget) && \\n\"+\n",
       "\"                    !execInfo.norefresh && $(element).children(\\\"target[pd_target]\\\").length == 0){\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                execInfo.script += \\\"\\\\n\\\" + applyEntity(pd_controls.command, execInfo.entity, execInfo.options)\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                execInfo.targetDivId=execInfo.targetDivId || \\\"pixiedust_dummy\\\";\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            console.log(\\\"Unable to extract entity variable from command\\\", pd_controls.command);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (!hasOptions && !execInfo.targetDivId && !execInfo.script){\\n\"+\n",
       "\"        if (!searchParents){\\n\"+\n",
       "\"            return null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return element.hasAttribute(\\\"pixiedust\\\")?null:readExecInfo(pd_controls, element.parentElement);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (!execInfo.script){\\n\"+\n",
       "\"        execInfo.script = applyEntity(pd_controls.command, execInfo.entity, execInfo.options);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    execInfo.nostoreMedatadata = true;\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    if ( pixiedust.dialogRoot ){\\n\"+\n",
       "\"        execInfo.targetDivId = execInfo.targetDivId || pixiedust.dialogRoot;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (\\\"send_input_reply\\\" in execInfo.options){\\n\"+\n",
       "\"        execInfo.send_input_reply = execInfo.options[\\\"send_input_reply\\\"];\\n\"+\n",
       "\"        delete execInfo.options[\\\"send_input_reply\\\"];\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (\\\"answer_input_reply\\\" in execInfo.options){\\n\"+\n",
       "\"        execInfo.answer_input_reply = execInfo.options[\\\"answer_input_reply\\\"];\\n\"+\n",
       "\"        delete execInfo.options[\\\"answer_input_reply\\\"];\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    execInfo.execute = function(){\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        if (!preRun(element)){\\n\"+\n",
       "\"            return;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"\\n\"+\n",
       "\"        pd_controls.sniffers = pd_controls.sniffers || [];\\n\"+\n",
       "\"        pd_controls.sniffers.forEach(function(sniffer){\\n\"+\n",
       "\"            if (this.script){\\n\"+\n",
       "\"                this.script = addOptions(this.script, eval('(' + sniffer + ')'));\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                pd_controls.command = addOptions(pd_controls.command, eval('(' + sniffer + ')'));\\n\"+\n",
       "\"            }    \\n\"+\n",
       "\"        }.bind(this));\\n\"+\n",
       "\"\\n\"+\n",
       "\"        var process_output = getScriptOfType(element, \\\"process_output\\\");\\n\"+\n",
       "\"        if (!process_output){\\n\"+\n",
       "\"            process_output = getScriptOfType($(\\\"#\\\" + this.targetDivId), \\\"process_output\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (process_output){\\n\"+\n",
       "\"            this.process_output = function(output){\\n\"+\n",
       "\"                new Function('output', process_output)(output);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if ( this.options.dialog == 'true' ){\\n\"+\n",
       "\"            pixiedust.executeInDialog(pd_controls, this);\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            pixiedust.executeDisplay(pd_controls, this);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var refreshTarget = element.getAttribute(\\\"pd_refresh\\\");\\n\"+\n",
       "\"    if (refreshTarget){\\n\"+\n",
       "\"        if (execInfo.targetDivId == \\\"pixiedust_dummy\\\"){\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            execInfo.targetDivId = \\\"pixiedust_dummy2\\\";\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        var retQueue = [execInfo];\\n\"+\n",
       "\"        var targets = refreshTarget.split(\\\",\\\");\\n\"+\n",
       "\"        $.each( targets, function(index){\\n\"+\n",
       "\"            var node = $(\\\"#\\\" + this);\\n\"+\n",
       "\"            if (node.length){\\n\"+\n",
       "\"                pd_controls.refreshTarget = this;\\n\"+\n",
       "\"                var thisexecInfo = {\\\"options\\\":{}};\\n\"+\n",
       "\"                thisexecInfo.options.targetDivId = this;\\n\"+\n",
       "\"                retQueue.push( readExecInfo(pd_controls, node.get(0), false, thisexecInfo) );\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        return retQueue\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    console.log(\\\"execution info: \\\", execInfo);\\n\"+\n",
       "\"    return execInfo;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function runElement(element, searchParents){\\n\"+\n",
       "\"    var pd_controls = element.getAttribute(\\\"pixiedust\\\");\\n\"+\n",
       "\"    if (!pd_controls){\\n\"+\n",
       "\"        $(element).parents(\\\"[pixiedust]\\\").each(function(){\\n\"+\n",
       "\"            pd_controls = pd_controls || this.getAttribute(\\\"pixiedust\\\");\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var execQueue = [];\\n\"+\n",
       "\"    function addToQueue(execInfo){\\n\"+\n",
       "\"        if (Array.isArray(execInfo)){\\n\"+\n",
       "\"            execInfo.forEach(function(exec){\\n\"+\n",
       "\"                addToQueue(exec);\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            execQueue.push(execInfo);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (pd_controls){\\n\"+\n",
       "\"        pd_controls = JSON.parse(pd_controls);\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        addToQueue( readExecInfo(pd_controls, element, searchParents) );\\n\"+\n",
       "\"\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        $(element).children(\\\"target[pd_target]\\\").each(function(){\\n\"+\n",
       "\"            addToQueue( readExecInfo(pd_controls, this, searchParents))\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return execQueue;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function filterNonTargetElements(element){\\n\"+\n",
       "\"    if (element && [\\\"I\\\", \\\"DIV\\\"].includes(element.tagName)){\\n\"+\n",
       "\"        if (!element.hasAttribute(\\\"pd_options\\\") || $(element).find(\\\"> pd_options\\\").length == 0 || element.hasAttribute(\\\"pd_render_onload\\\")){\\n\"+\n",
       "\"            return filterNonTargetElements(element.parentElement);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return element;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function readJSONAttribute(element, attrName){\\n\"+\n",
       "\"    var payload = resolveScriptMacros(element.getAttribute(attrName));\\n\"+\n",
       "\"    if (payload){\\n\"+\n",
       "\"        var parts = payload.split(\\\";\\\");\\n\"+\n",
       "\"        payload = {};\\n\"+\n",
       "\"        $.each( parts, function(){\\n\"+\n",
       "\"            var index = this.indexOf(\\\"=\\\");\\n\"+\n",
       "\"            if ( index > 0){\\n\"+\n",
       "\"                payload[this.substring(0, index)] = this.substring(index+1);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }else{\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        $(element).find(\\\"> \\\" + attrName).each(function(){\\n\"+\n",
       "\"            try{\\n\"+\n",
       "\"                payload = JSON.parse($(this).text());\\n\"+\n",
       "\"                for (var key in payload) { \\n\"+\n",
       "\"                    payload[key] = resolveScriptMacros(payload[key]); \\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }catch(e){\\n\"+\n",
       "\"                console.log(\\\"Error parsing \\\" + attrName + \\\", invalid json\\\", e);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        })\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return payload;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"\\n\"+\n",
       "\"function processEvent(event){\\n\"+\n",
       "\"    if (event.pd_processed){\\n\"+\n",
       "\"        return;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var payload = readJSONAttribute(event.target, \\\"pd_event_payload\\\");\\n\"+\n",
       "\"    if (payload){\\n\"+\n",
       "\"        pixiedust.sendEvent(payload, $(event.target).uniqueId().attr('id'));\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    execQueue = runElement(filterNonTargetElements(event.target));\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    $.each( execQueue, function(index, value){\\n\"+\n",
       "\"        if (value){\\n\"+\n",
       "\"            event.pd_processed = true;\\n\"+\n",
       "\"            value.execute();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"}\\n\"+\n",
       "\"$(document).on( \\\"click\\\", \\\"[pixiedust]\\\", function(event){\\n\"+\n",
       "\"    if (event.target.tagName == \\\"SELECT\\\" || \\n\"+\n",
       "\"        (event.target.tagName == \\\"INPUT\\\" && (getAttribute(event.target, \\\"type\\\", \\\"\\\").toLowerCase() != \\\"button\\\")) || \\n\"+\n",
       "\"        $(event.target).is(':checkbox')){\\n\"+\n",
       "\"        return;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    processEvent(event)\\n\"+\n",
       "\"});\\n\"+\n",
       "\"\\n\"+\n",
       "\"$(document).on( \\\"change\\\", \\\"[pixiedust]\\\", function(event){\\n\"+\n",
       "\"    processEvent(event)\\n\"+\n",
       "\"});\\n\"+\n",
       "\"\\n\"+\n",
       "\"\\n\"+\n",
       "\"$(document).on(\\\"pd_event\\\", function(event, eventInfo){\\n\"+\n",
       "\"    targetDivId = eventInfo.targetDivId;\\n\"+\n",
       "\"    if (targetDivId){\\n\"+\n",
       "\"        eventHandlers = $(\\\"pd_event_handler\\\").filter(function(){\\n\"+\n",
       "\"            source = this.getAttribute(\\\"pd_source\\\");\\n\"+\n",
       "\"            if (source == \\\"*\\\" || source == targetDivId || source == eventInfo.type){\\n\"+\n",
       "\"                return true;\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            return false;\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        eventHandlers.each(function(){\\n\"+\n",
       "\"            execQueue = runElement(this, false);\\n\"+\n",
       "\"            $.each( execQueue, function(index, value){\\n\"+\n",
       "\"                if (value){\\n\"+\n",
       "\"                    if (value.targetDivId == \\\"pixiedust_dummy\\\"){\\n\"+\n",
       "\"                        value.targetDivId = null;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    if (value.script){\\n\"+\n",
       "\"                        value.script = \\\"true=True\\\\nfalse=False\\\\neventInfo=\\\"+JSON.stringify(eventInfo) + \\\"\\\\n\\\" + value.script;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"                    if (eventInfo.runScript){\\n\"+\n",
       "\"                        value.script += \\\"\\\\n\\\" + eventInfo.runScript;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    value.execute();\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }else if ( eventInfo.type == \\\"pd_load\\\" && eventInfo.targetNode){\\n\"+\n",
       "\"        var execQueue = []\\n\"+\n",
       "\"        function accept(element){\\n\"+\n",
       "\"            return element.hasAttribute(\\\"pd_widget\\\") || element.hasAttribute(\\\"pd_render_onload\\\") || element.hasAttribute(\\\"pd_refresh_rate\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        eventInfo.targetNode.find(\\\"div\\\").each(function(){\\n\"+\n",
       "\"            if (accept(this)){\\n\"+\n",
       "\"                var thisId = $(this).uniqueId().attr('id');\\n\"+\n",
       "\"                this.setAttribute( \\\"id\\\", thisId );\\n\"+\n",
       "\"                if (!this.hasAttribute(\\\"pd_target\\\") ){\\n\"+\n",
       "\"                    this.setAttribute(\\\"pd_target\\\", this.getAttribute(\\\"id\\\") );\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                thisQueue = runElement(this, false);\\n\"+\n",
       "\"                var loadingDiv = this;\\n\"+\n",
       "\"                $.each( thisQueue, function(index, value){\\n\"+\n",
       "\"                    if (value){\\n\"+\n",
       "\"                        value.partialUpdate = true;\\n\"+\n",
       "\"                        execQueue.push( value );\\n\"+\n",
       "\"                        refreshRate = loadingDiv.getAttribute(\\\"pd_refresh_rate\\\");\\n\"+\n",
       "\"                        if (refreshRate){\\n\"+\n",
       "\"                            var ival = setInterval(function(){\\n\"+\n",
       "\"                                if ($('#' + thisId).length == 0 || !$('#' + thisId).attr(\\\"pd_refresh_rate\\\")){\\n\"+\n",
       "\"                                    console.log(\\\"Clearing refresh timer\\\", ival);\\n\"+\n",
       "\"                                    clearInterval(ival);\\n\"+\n",
       "\"                                    return;\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                                value.execute();\\n\"+\n",
       "\"                            }, parseInt( refreshRate) );\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                })\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        $.each( execQueue, function(index, value){\\n\"+\n",
       "\"            value.execute();\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    else{\\n\"+\n",
       "\"        if ( eventInfo.type != \\\"pd_load\\\"){\\n\"+\n",
       "\"            console.log(\\\"Warning: got a pd_event with no targetDivId\\\", eventInfo);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"});\";\n",
       "    try{\n",
       "        g.appendChild(document.createTextNode(code));\n",
       "    }catch(e){\n",
       "        g.text = code;\n",
       "    }\n",
       "    s.parentNode.insertBefore(g,s);\n",
       "}"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    //Marker 9f6a1a5b\n",
       "    setTimeout(function(){\n",
       "        var cells=IPython.notebook.get_cells().filter(function(cell){\n",
       "            if(!cell.output_area || !cell.output_area.outputs){\n",
       "                return false;\n",
       "            }\n",
       "            return cell.output_area.outputs.filter(function(output){\n",
       "                if (output.output_type===\"display_data\"&&output.data&&output.data[\"text/html\"]){\n",
       "                    return output.data[\"text/html\"].includes(\"//Marker 9f6a1a5b\")\n",
       "                }\n",
       "                return false;\n",
       "            }).length > 0;\n",
       "        });\n",
       "        if(cells.length>0){\n",
       "            var cell=cells[0];\n",
       "            var cellId=cell.cell_id;\n",
       "            var cellMetadata=cell._metadata.pixiedust;\n",
       "            var old_msg_id = cell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                cell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "            function getCellWidth(){\n",
       "                try{\n",
       "                    return cell.input[0].clientWidth\n",
       "                }catch(e){\n",
       "                    console.log(e)\n",
       "                }\n",
       "            }\n",
       "            function getViewportHeight(){\n",
       "                try {\n",
       "                    return document.documentElement.clientHeight\n",
       "                } catch(e) {\n",
       "                    console.log(e)\n",
       "                }\n",
       "            }\n",
       "            var snifferOptions = [{'nostore_cw':getCellWidth()},{'nostore_vh':getViewportHeight()},{'nostore_pixiedust':(typeof pixiedust != \"undefined\")}];\n",
       "            \n",
       "                snifferOptions.push({'org_params':'nostore_pixieapp,nostore_ispix,runInDialog,handlerId,nostore_pixiedust'});\n",
       "            \n",
       "            \n",
       "                snifferOptions.push({'nostore_bokeh':!!window.Bokeh})\n",
       "            \n",
       "            user_options = { 'options': {\n",
       "                'nostore_cw':getCellWidth(),\n",
       "                'nostore_vh':getViewportHeight(),\n",
       "                'nostore_pixiedust':(typeof pixiedust != \"undefined\"),\n",
       "                'showchrome': 'true',\n",
       "                'cell_id': cellId\n",
       "            }}\n",
       "            \n",
       "                user_options.options.org_params= 'nostore_pixieapp,nostore_ispix,runInDialog,handlerId,nostore_pixiedust';\n",
       "            \n",
       "            \n",
       "                user_options.options = $.extend({}, user_options.options, {'nostore_bokeh':!!window.Bokeh} );\n",
       "            \n",
       "\n",
       "            function callback(){\n",
       "                pixiedust.executeDisplay({\"prefix\": \"9f6a1a5b\", \"command\": \"display(PixieDebugger_instance,nostore_pixieapp='PixieDebugger_instance',nostore_ispix='true',runInDialog='false',handlerId='pixiedust.apps.debugger.pixieDebugger_PixieDebugger_id',cell_id='cellId',nostore_pixiedust='true')\", \"entity\": \"PixieDebugger_instance\", \"options\": {\"nostore_pixieapp\": \"PixieDebugger_instance\", \"nostore_ispix\": \"true\", \"runInDialog\": \"false\", \"handlerId\": \"pixiedust.apps.debugger.pixieDebugger_PixieDebugger_id\", \"cell_id\": \"cellId\", \"nostore_pixiedust\": \"true\"}, \"sniffers\": [\"{'nostore_bokeh':!!window.Bokeh}\"], \"avoidMetadata\": false, \"include_keys\": [\"filter\"]},user_options);\n",
       "            }\n",
       "            if (typeof pixiedust == \"undefined\"){\n",
       "                var s=document.getElementsByTagName('script')[0];\n",
       "                var g=document.createElement('script');\n",
       "                g.type='text/javascript';\n",
       "                g.defer=true; \n",
       "                g.async=true;\n",
       "                var code = \"var pixiedust = (function(){\\n\"+\n",
       "\"    return {\\n\"+\n",
       "\"        input_reply_queue: {\\n\"+\n",
       "\"            inflight: null,\\n\"+\n",
       "\"            queue: [],\\n\"+\n",
       "\"            callbacks: {},\\n\"+\n",
       "\"            counter: 0,\\n\"+\n",
       "\"            registerCallback: function(cb){\\n\"+\n",
       "\"                var handle = 'id_' + this.counter++;\\n\"+\n",
       "\"                this.callbacks[handle] = cb;\\n\"+\n",
       "\"                return \\\"$$\\\" + handle + \\\"$$\\\";\\n\"+\n",
       "\"            },\\n\"+\n",
       "\"            parseCallback: function(content){\\n\"+\n",
       "\"                var match = content.text.match(/\\\\$\\\\$(.*)\\\\$\\\\$((.|\\\\n)*)/i);\\n\"+\n",
       "\"                if (match){\\n\"+\n",
       "\"                    content.text = match[2].trim();\\n\"+\n",
       "\"                    if (!this.callbacks[match[1]]){\\n\"+\n",
       "\"                        console.log(\\\"Cannot find callbacks for \\\" + match[1]);\\n\"+\n",
       "\"                    }else{\\n\"+\n",
       "\"                        var retValue = this.callbacks[match[1]];\\n\"+\n",
       "\"                        delete this.callbacks[match[1]];\\n\"+\n",
       "\"                        return retValue;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                return null;\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        getCell: function(cell_id){\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            var cells=IPython.notebook.get_cells().filter(function(cell){\\n\"+\n",
       "\"                return cell.cell_id==cell_id;\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            return cells.length>0?cells[0]:null;\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        executeDisplay:function(pd_ctls, user_ctls){\\n\"+\n",
       "\"            var pd_controls = pd_ctls || {};\\n\"+\n",
       "\"            var user_controls = user_ctls || {\\\"options\\\":{}};\\n\"+\n",
       "\"            if (user_controls.inFlight){\\n\"+\n",
       "\"                console.log(\\\"Ignoring request to execute Display that is already being executed\\\");\\n\"+\n",
       "\"                return;\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            user_controls.inFlight = true;\\n\"+\n",
       "\"            var options = $.extend({}, pd_controls.options || {}, user_controls.options || {} );\\n\"+\n",
       "\"            function wrapDisplayDone(fn){\\n\"+\n",
       "\"                return function(targetNode, targetNodeUpdated){\\n\"+\n",
       "\"                    user_controls.inFlight = false;\\n\"+\n",
       "\"                    if(targetNodeUpdated){\\n\"+\n",
       "\"                        if (fn){\\n\"+\n",
       "\"                            fn.apply(this);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        $(document).trigger('pd_event', {type:\\\"pd_load\\\", targetNode: targetNode});\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            user_controls.onDisplayDone = wrapDisplayDone( user_controls.onDisplayDone);\\n\"+\n",
       "\"            var pd_prefix = pd_controls.prefix;\\n\"+\n",
       "\"            var $targetDivId = user_controls.targetDivId;\\n\"+\n",
       "\"            !function() {\\n\"+\n",
       "\"    function getTargetNodeId(override=null){\\n\"+\n",
       "\"        return override || $targetDivId || (\\\"wrapperHTML\\\"+ pd_prefix);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    function getTargetNode(override=null){\\n\"+\n",
       "\"        return $('#' + getTargetNodeId(override));\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    function checkRootInit(){\\n\"+\n",
       "\"        node = getTargetNode();\\n\"+\n",
       "\"        var retValue = node.is(\\\"[pd_init]\\\");\\n\"+\n",
       "\"        if (retValue){\\n\"+\n",
       "\"            node.removeAttr(\\\"pd_init\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return retValue;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    function setText(targetNode, contents, pdCtl = null, userCtl = null){\\n\"+\n",
       "\"        var pd_elements = []\\n\"+\n",
       "\"        targetNode.children().each(function(){\\n\"+\n",
       "\"            if (this.tagName.toLowerCase().startsWith(\\\"pd_\\\")){\\n\"+\n",
       "\"                pd_elements.push($(this).clone());\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        if (!targetNode.hasClass(\\\"use_stream_output\\\")){\\n\"+\n",
       "\"            targetNode.text(contents);\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            var consoleNode = targetNode.children(\\\"div.consoleOutput\\\");\\n\"+\n",
       "\"            if (consoleNode.length == 0){\\n\"+\n",
       "\"                consoleNode = targetNode.append('<div class=\\\"consoleOutput\\\"></div>').children(\\\"div.consoleOutput\\\");\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            var existing = consoleNode.text();\\n\"+\n",
       "\"            if (existing != \\\"\\\"){\\n\"+\n",
       "\"                contents = existing + \\\"\\\\n\\\" + contents;\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            consoleNode.html('<pre style=\\\"max-height: 300px;border: 1px lightgray solid;margin-top: 20px;\\\">' + contents + \\\"</pre>\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (pd_elements.length > 0 ){\\n\"+\n",
       "\"            targetNode.append(pd_elements);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    function setHTML(targetNode, contents, pdCtl = null, userCtl = null){\\n\"+\n",
       "\"        var pd_elements = []\\n\"+\n",
       "\"        targetNode.children().each(function(){\\n\"+\n",
       "\"            var eltName = this.tagName.toLowerCase();\\n\"+\n",
       "\"            if (eltName.startsWith(\\\"pd_\\\") || (eltName == \\\"div\\\" && this.classList.contains(\\\"consoleOutput\\\")) ){\\n\"+\n",
       "\"                pd_elements.push($(this).clone());\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        targetNode.html(\\\"<div pd_stop_propagation style='height:100%;'>\\\" + contents + \\\"</div>\\\");\\n\"+\n",
       "\"        if (pd_elements.length > 0 ){\\n\"+\n",
       "\"            targetNode.append(pd_elements);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    function send_input_reply(cb, cmd, pd_controls){\\n\"+\n",
       "\"        if (cmd == 'c' || cmd == 'continue' || cmd == 'q' || cmd == 'quit' || cmd.startsWith(\\\"$$\\\")){\\n\"+\n",
       "\"            cb = null;\\n\"+\n",
       "\"            pixiedust.input_reply_queue.queue = [];\\n\"+\n",
       "\"            pixiedust.input_reply_queue.callbacks = {};\\n\"+\n",
       "\"            $(\\\"#debugger_container_\\\" + pd_controls.prefix).hide();\\n\"+\n",
       "\"            if (cmd.startsWith(\\\"$$\\\")){\\n\"+\n",
       "\"                cmd = cmd.substring(2);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else if (cmd == 'no_op'){\\n\"+\n",
       "\"            cb = null;\\n\"+\n",
       "\"            cmd = null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (cb && $targetDivId == \\\"debugger_refresh\\\"){\\n\"+\n",
       "\"            cb.refreshDebugger = true;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        pixiedust.input_reply_queue.inflight = cb;\\n\"+\n",
       "\"        if (cmd){\\n\"+\n",
       "\"            var prolog = cb ? \\\"print('\\\" + pixiedust.input_reply_queue.registerCallback(cb) + \\\"');;\\\" : \\\"\\\";\\n\"+\n",
       "\"            IPython.notebook.session.kernel.send_input_reply( prolog + cmd );\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var cellId = options.cell_id || \\\"\\\";\\n\"+\n",
       "\"    var curCell = pixiedust.getCell(cellId);\\n\"+\n",
       "\"    console.log(\\\"curCell\\\",curCell);\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var callbacks = {\\n\"+\n",
       "\"        shell : {\\n\"+\n",
       "\"            reply : function(){\\n\"+\n",
       "\"                if ( !callbacks.response ){\\n\"+\n",
       "\"                    var targetNodeUpdated = false;\\n\"+\n",
       "\"                    if (!user_controls.partialUpdate){\\n\"+\n",
       "\"                        targetNodeUpdated = setHTML(getTargetNode(), \\\"\\\",pd_controls, user_controls);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                        user_controls.onDisplayDone(getTargetNode(), targetNodeUpdated);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            },\\n\"+\n",
       "\"            payload : {\\n\"+\n",
       "\"                set_next_input : function(payload){\\n\"+\n",
       "\"                    if (curCell){\\n\"+\n",
       "\"                        curCell._handle_set_next_input(payload);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        iopub:{\\n\"+\n",
       "\"            output:function(msg){\\n\"+\n",
       "\"                if (curCell && !$targetDivId && getTargetNode().length == 0){\\n\"+\n",
       "\"                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                    return;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                callbacks.response = true;\\n\"+\n",
       "\"                console.log(\\\"msg\\\", msg);\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                if (cellId == \\\"\\\"){\\n\"+\n",
       "\"                    if (curCell){\\n\"+\n",
       "\"                        curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                        curCell.output_area.outputs=[];\\n\"+\n",
       "\"                    }else{\\n\"+\n",
       "\"                        console.log(\\\"Could not find current cell\\\");\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    return;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                var msg_type=msg.header.msg_type;\\n\"+\n",
       "\"                var content = msg.content;\\n\"+\n",
       "\"                var targetNodeUpdated = false;\\n\"+\n",
       "\"                if(msg_type===\\\"stream\\\"){\\n\"+\n",
       "\"                    var reply_callbacks = pixiedust.input_reply_queue.parseCallback(content);\\n\"+\n",
       "\"                    if (reply_callbacks && reply_callbacks != callbacks){\\n\"+\n",
       "\"                        if (reply_callbacks.iopub){\\n\"+\n",
       "\"                            reply_callbacks.iopub.output(msg);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        return;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    var useHTML = false;\\n\"+\n",
       "\"                    var process_output = getScriptOfType($(\\\"#\\\" + $targetDivId), \\\"process_output\\\");\\n\"+\n",
       "\"                    if (process_output){\\n\"+\n",
       "\"                        try{\\n\"+\n",
       "\"                            content.text = new Function('output', process_output)(content.text);\\n\"+\n",
       "\"                            useHTML = true;\\n\"+\n",
       "\"                        }catch(e){\\n\"+\n",
       "\"                            console.log(\\\"Error while invoking post output function\\\", e, content.text, process_output);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (user_controls.onSuccess){\\n\"+\n",
       "\"                        user_controls.onSuccess(content.text);\\n\"+\n",
       "\"                    }else{\\n\"+\n",
       "\"                        fn = useHTML?setHTML:setText;\\n\"+\n",
       "\"                        targetNodeUpdated = fn(getTargetNode(), content.text, pd_controls, user_controls);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else if (msg_type===\\\"display_data\\\" || msg_type===\\\"execute_result\\\"){\\n\"+\n",
       "\"                    var html=null;\\n\"+\n",
       "\"                    if (!!content.data[\\\"text/html\\\"]){\\n\"+\n",
       "\"                        html=content.data[\\\"text/html\\\"];\\n\"+\n",
       "\"                    }else if (!!content.data[\\\"image/png\\\"]){\\n\"+\n",
       "\"                        html=html||\\\"\\\";\\n\"+\n",
       "\"                        html+=\\\"<img src='data:image/png;base64,\\\" +content.data[\\\"image/png\\\"]+\\\"'></img>\\\";\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                                                    \\n\"+\n",
       "\"                    if (!!content.data[\\\"application/javascript\\\"]){\\n\"+\n",
       "\"                        try {\\n\"+\n",
       "\"                            eval(content.data[\\\"application/javascript\\\"]);\\n\"+\n",
       "\"                        } catch(err) {\\n\"+\n",
       "\"                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\\n\"+\n",
       "\"                        }                        \\n\"+\n",
       "\"                        return;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    if (html){\\n\"+\n",
       "\"                        try{\\n\"+\n",
       "\"                            if (user_controls.onSuccess){\\n\"+\n",
       "\"                                user_controls.onSuccess(html);\\n\"+\n",
       "\"                            }else{\\n\"+\n",
       "\"                                targetNodeUpdated = setHTML(getTargetNode(), html, pd_controls, user_controls);\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                            if (content.metadata && content.metadata.pixieapp_metadata){\\n\"+\n",
       "\"                                \\n\"+\n",
       "\"                                if (curCell){\\n\"+\n",
       "\"                                    curCell._metadata.pixiedust.pixieapp = content.metadata.pixieapp_metadata;\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                                \\n\"+\n",
       "\"                            }                            \\n\"+\n",
       "\"                        }catch(e){\\n\"+\n",
       "\"                            console.log(\\\"Invalid html output\\\", e, html);\\n\"+\n",
       "\"                            targetNodeUpdated = setHTML(getTargetNode(),  \\\"Invalid html output: \\\" + e.message + \\\"<pre>\\\" \\n\"+\n",
       "\"                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\\\"/g,'&quot;') + \\\"<pre>\\\",\\n\"+\n",
       "\"                                pd_controls, user_controls);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (callbacks.options && callbacks.options.nostore_delaysave){\\n\"+\n",
       "\"                            setTimeout(function(){\\n\"+\n",
       "\"                                pixiedust.saveOutputInCell(curCell, content, html, msg_type);\\n\"+\n",
       "\"                            }, 1000);\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            pixiedust.saveOutputInCell(curCell, content, html, msg_type);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else if (msg_type === \\\"error\\\") {\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    require(['base/js/utils'], function(utils) {\\n\"+\n",
       "\"                        if (content.ename == \\\"BdbQuit\\\"){\\n\"+\n",
       "\"                            targetNodeUpdated = setHTML(\\n\"+\n",
       "\"                                getTargetNode(), \\n\"+\n",
       "\"                                \\\"PixieDebugger exited\\\", \\n\"+\n",
       "\"                                pd_controls, \\n\"+\n",
       "\"                                user_controls\\n\"+\n",
       "\"                            );\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            var tb = content.traceback;\\n\"+\n",
       "\"                            console.log(\\\"tb\\\",tb);\\n\"+\n",
       "\"                            if (tb && tb.length>0){\\n\"+\n",
       "\"                                var data = tb.reduce(function(res, frame){return res+frame+'\\\\\\\\n';},\\\"\\\");\\n\"+\n",
       "\"                                console.log(\\\"data\\\",data);\\n\"+\n",
       "\"                                data = utils.fixConsole(data);\\n\"+\n",
       "\"                                data = utils.fixCarriageReturn(data);\\n\"+\n",
       "\"                                data = utils.autoLinkUrls(data);\\n\"+\n",
       "\"                                if (user_controls.onError){\\n\"+\n",
       "\"                                    user_controls.onError(data);\\n\"+\n",
       "\"                                }else{\\n\"+\n",
       "\"                                    var debugger_html = '<button type=\\\"submit\\\" pd_options=\\\"new_parent_prefix=false\\\" pd_target=\\\"' + \\n\"+\n",
       "\"                                    getTargetNodeId() + '\\\" pd_app=\\\"pixiedust.apps.debugger.PixieDebugger\\\">Post Mortem</button>' +\\n\"+\n",
       "\"                                    '<span>&nbsp;&nbsp;</span>' +\\n\"+\n",
       "\"                                    '<button type=\\\"submit\\\" pd_options=\\\"new_parent_prefix=false;debug_route=true\\\" pd_target=\\\"' + \\n\"+\n",
       "\"                                    getTargetNodeId() + '\\\" pd_app=\\\"pixiedust.apps.debugger.PixieDebugger\\\">Debug Route</button>'\\n\"+\n",
       "\"\\n\"+\n",
       "\"                                    targetNodeUpdated = setHTML(\\n\"+\n",
       "\"                                        getTargetNode(), \\n\"+\n",
       "\"                                        debugger_html + \\\"<pre>\\\" + data + '</pre>' + debugger_html, \\n\"+\n",
       "\"                                        pd_controls, \\n\"+\n",
       "\"                                        user_controls\\n\"+\n",
       "\"                                    );\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    });\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    callbacks.response = false;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                    user_controls.onDisplayDone(getTargetNode(), targetNodeUpdated);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        input : function(msg){\\n\"+\n",
       "\"            var reply_callbacks = pixiedust.input_reply_queue.inflight;\\n\"+\n",
       "\"            if (!reply_callbacks || reply_callbacks.refreshDebugger){\\n\"+\n",
       "\"                $(\\\"#debugger_container_\\\" + pd_controls.prefix).show();\\n\"+\n",
       "\"                var input_target = \\\"input_reply_\\\" + pd_controls.prefix;\\n\"+\n",
       "\"                var process_output = getScriptOfType($(\\\"#\\\" + input_target), \\\"process_output\\\");\\n\"+\n",
       "\"                if (process_output){\\n\"+\n",
       "\"                    try{\\n\"+\n",
       "\"                        if (reply_callbacks){\\n\"+\n",
       "\"                            reply_callbacks.refreshDebugger = false;\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (!pixiedust.input_reply_queue.inflight){\\n\"+\n",
       "\"                            pixiedust.input_reply_queue.inflight = {};\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        msg.content.prompt = new Function('output', process_output)(msg.content.prompt);\\n\"+\n",
       "\"                        targetNodeUpdated = setHTML(getTargetNode(input_target), msg.content.prompt, pd_controls, user_controls);\\n\"+\n",
       "\"                        if (user_controls.onDisplayDone){\\n\"+\n",
       "\"                            user_controls.onDisplayDone(getTargetNode(input_target), targetNodeUpdated);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }catch(e){\\n\"+\n",
       "\"                        console.log(\\\"Error while invoking post output function\\\", e, msg.content.prompt, process_output);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    console.log(\\\"No element with id input_reply_\\\"+pd_controls.prefix + \\\" found\\\");\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            if (reply_callbacks && reply_callbacks.answer_input_reply){\\n\"+\n",
       "\"                var answer = reply_callbacks.answer_input_reply;\\n\"+\n",
       "\"                reply_callbacks.answer_input_reply = null;\\n\"+\n",
       "\"                send_input_reply(reply_callbacks, answer, pd_controls);\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                var next_input_reply = pixiedust.input_reply_queue.queue.shift();\\n\"+\n",
       "\"                if (next_input_reply && next_input_reply.command == \\\"no_op_delay\\\"){\\n\"+\n",
       "\"                    next_input_reply = pixiedust.input_reply_queue.queue.shift();\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                if (next_input_reply){\\n\"+\n",
       "\"                    send_input_reply(next_input_reply.callbacks, next_input_reply.command, pd_controls);\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    pixiedust.input_reply_queue.inflight = null;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            console.log(\\\"Handling input msg request: \\\", msg);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\\n\"+\n",
       "\"    \\n\"+\n",
       "\"        var command = user_controls.script || pd_controls.command.replace(\\\"cellId\\\",cellId);\\n\"+\n",
       "\"        if ( !user_controls.script){\\n\"+\n",
       "\"            function addOptions(options, override=true, ignoreKeys=[]){\\n\"+\n",
       "\"                function getStringRep(v) {\\n\"+\n",
       "\"                    return \\\"'\\\" + v + \\\"'\\\";\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                for (var key in (options||{})){\\n\"+\n",
       "\"                    if (ignoreKeys.indexOf(key)>=0){\\n\"+\n",
       "\"                        continue;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    var value = options[key];\\n\"+\n",
       "\"                    var hasValue = value != null && typeof value !== 'undefined' && value !== '';\\n\"+\n",
       "\"                    var replaceValue = hasValue ? (key+\\\"=\\\" + getStringRep(value) ) : \\\"\\\";\\n\"+\n",
       "\"                    var pattern = (hasValue?\\\"\\\":\\\",\\\")+\\\"\\\\\\\\s*\\\" + key + \\\"\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"                    var rpattern=new RegExp(pattern);\\n\"+\n",
       "\"                    var n = command.search(rpattern);\\n\"+\n",
       "\"                    if ( n >= 0 ){\\n\"+\n",
       "\"                        if (override){\\n\"+\n",
       "\"                            command = command.replace(rpattern, replaceValue);\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }else if (hasValue){\\n\"+\n",
       "\"                        var n = command.lastIndexOf(\\\")\\\");\\n\"+\n",
       "\"                        command = [command.slice(0, n), (command[n-1]==\\\"(\\\"? \\\"\\\":\\\",\\\") + replaceValue, command.slice(n)].join('')\\n\"+\n",
       "\"                    }        \\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            if(typeof cellMetadata != \\\"undefined\\\" && cellMetadata.displayParams){\\n\"+\n",
       "\"                addOptions(cellMetadata.displayParams);\\n\"+\n",
       "\"                addOptions({\\\"showchrome\\\":\\\"true\\\"});\\n\"+\n",
       "\"            }else if (curCell && curCell._metadata.pixiedust ){\\n\"+\n",
       "\"                if (!pd_controls.avoidMetadata){\\n\"+\n",
       "\"                    ignoreKeys = pd_controls.options.nostore_pixieapp?[\\\"handlerId\\\"]:[];\\n\"+\n",
       "\"                    if (pd_controls.override_keys){\\n\"+\n",
       "\"                        Array.prototype.push.apply(ignoreKeys,pd_controls.override_keys);\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pd_controls.include_keys || []\\n\"+\n",
       "\"                    addOptions(curCell._metadata.pixiedust.displayParams || {}, pd_controls.useCellMetadata, ignoreKeys);\\n\"+\n",
       "\"                }else{\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    var includeKeys = pd_controls.include_keys || [];\\n\"+\n",
       "\"                    var includeOptions = {};\\n\"+\n",
       "\"                    for (var key in (curCell._metadata.pixiedust.displayParams||{})){\\n\"+\n",
       "\"                        if (includeKeys.indexOf(key) > -1 || !(key in pd_controls.options)){\\n\"+\n",
       "\"                            includeOptions[key] = curCell._metadata.pixiedust.displayParams[key];\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    addOptions(includeOptions);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            addOptions(user_controls.options||{});\\n\"+\n",
       "\"            var pattern = \\\"\\\\\\\\w*\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"            var rpattern=new RegExp(pattern,\\\"g\\\");\\n\"+\n",
       "\"            var n = command.match(rpattern);\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            var org_params = {}\\n\"+\n",
       "\"            for (var i=0; i<n.length;i++){\\n\"+\n",
       "\"                var parts = n[i].split(\\\"=\\\")\\n\"+\n",
       "\"                if (parts[0].trim() == \\\"org_params\\\"){\\n\"+\n",
       "\"                    var value = parts[1].trim()\\n\"+\n",
       "\"                    var values = value.substring(1,value.length-1).split(\\\",\\\");\\n\"+\n",
       "\"                    for (var p in values){\\n\"+\n",
       "\"                        org_params[values[p].trim()] = true;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    break;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            var displayParams={}\\n\"+\n",
       "\"            for (var i = 0; i < n.length; i++){\\n\"+\n",
       "\"                var parts=n[i].split(\\\"=\\\");\\n\"+\n",
       "\"                var key = parts[0].trim();\\n\"+\n",
       "\"                var value = parts[1].trim()\\n\"+\n",
       "\"                if (!key.startsWith(\\\"nostore_\\\") && key != \\\"showchrome\\\" && key != \\\"prefix\\\" && key != \\\"cell_id\\\" && key != \\\"org_params\\\" && !!!org_params[key]){\\n\"+\n",
       "\"                    displayParams[key] = value.substring(1,value.length-1);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"\\n\"+\n",
       "\"            \\n\"+\n",
       "\"\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            var rpattern=/,(.*?)='(.*?)'/g;\\n\"+\n",
       "\"            var newOptions = {};\\n\"+\n",
       "\"            for (var match = rpattern.exec(command); match != null; match = rpattern.exec(command)){\\n\"+\n",
       "\"                newOptions[match[1]] = match[2];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            pd_controls.options = newOptions;\\n\"+\n",
       "\"            pd_controls.command = command;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if(curCell&&curCell.output_area){ \\n\"+\n",
       "\"            if ( !user_controls.nostoreMedatadata ){\\n\"+\n",
       "\"                curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\\n\"+\n",
       "\"                curCell._metadata.pixiedust.displayParams=displayParams\\n\"+\n",
       "\"                curCell.output_area.outputs=[];\\n\"+\n",
       "\"                var old_msg_id = curCell.last_msg_id;\\n\"+\n",
       "\"                if (old_msg_id) {\\n\"+\n",
       "\"                    curCell.kernel.clear_callbacks_for_msg(old_msg_id);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            console.log(\\\"couldn't find the cell\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        $('#wrapperJS' + pd_prefix).html(\\\"\\\")\\n\"+\n",
       "\"        if (!getTargetNode().hasClass( \\\"no_loading_msg\\\" )){\\n\"+\n",
       "\"            setHTML(getTargetNode(), \\n\"+\n",
       "\"                '<div style=\\\"width:100px;height:60px;left:47%;position:relative\\\">'+\\n\"+\n",
       "\"                    '<i class=\\\"fa fa-circle-o-notch fa-spin\\\" style=\\\"font-size:48px\\\"></i>'+\\n\"+\n",
       "\"                '</div>'+\\n\"+\n",
       "\"                '<div style=\\\"text-align:center\\\">' +\\n\"+\n",
       "\"                    (getTargetNode().attr(\\\"pd_loading_msg\\\") || \\\"Loading your data. Please wait...\\\") +\\n\"+\n",
       "\"                '</div>',\\n\"+\n",
       "\"                pd_controls, user_controls\\n\"+\n",
       "\"            );\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        if (curCell && checkRootInit() && curCell._metadata.pixiedust && curCell._metadata.pixiedust.pixieapp){\\n\"+\n",
       "\"            pd_controls.entity = pd_controls.entity || []\\n\"+\n",
       "\"            if (pd_controls.entity.length == 1 && (pd_controls.options.nostore_pixieapp == pd_controls.entity[0])){\\n\"+\n",
       "\"                console.log(\\\"Initializing pixieapp metadata\\\");\\n\"+\n",
       "\"                command = pd_controls.options.nostore_pixieapp + \\\".append_metadata(\\\" + \\n\"+\n",
       "\"                JSON.stringify(curCell._metadata.pixiedust.pixieapp) + \\\")\\\\n\\\" + command\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (user_controls.send_input_reply){\\n\"+\n",
       "\"            command = user_controls.send_input_reply;\\n\"+\n",
       "\"            callbacks.answer_input_reply = user_controls.answer_input_reply;\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            pixiedust.input_reply_queue.queue = pixiedust.input_reply_queue.queue.filter(\\n\"+\n",
       "\"                function(item){\\n\"+\n",
       "\"                    return item.command!='no_op';\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"            );\\n\"+\n",
       "\"            if (pixiedust.input_reply_queue.inflight || pixiedust.input_reply_queue.queue.length > 0 || command == \\\"no_op_delay\\\"){\\n\"+\n",
       "\"                pixiedust.input_reply_queue.queue.push({\\\"command\\\":command, \\\"callbacks\\\":callbacks});\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                send_input_reply(callbacks, command, pd_controls);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            if (pixiedust.input_reply_queue.inflight){\\n\"+\n",
       "\"                console.log(\\\"Warning: A kernel request is triggered but not all the reply callback where consummed\\\", command);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            command = command.trim();\\n\"+\n",
       "\"            IPython.notebook.session.kernel.execute(command, callbacks, {\\n\"+\n",
       "\"                silent:true,store_history:false,stop_on_error:true,allow_stdin : true\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        \\n\"+\n",
       "\"\\n\"+\n",
       "\"        console.log(\\\"Running command2:\\\\n\\\",command);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"}()\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        executeInDialog:function(pd_controls, user_controls){\\n\"+\n",
       "\"            pd_controls = pd_controls || {};\\n\"+\n",
       "\"            user_controls = user_controls || {\\\"options\\\":{}};\\n\"+\n",
       "\"            var displayOptions = $.extend({}, pd_controls.options || {}, user_controls.options || {} );\\n\"+\n",
       "\"            var global={};\\n\"+\n",
       "\"            var sourceDivId = displayOptions.targetDivId;\\n\"+\n",
       "\"            require(['base/js/dialog'],function(dialog){\\n\"+\n",
       "\"                var modal = dialog.modal;\\n\"+\n",
       "\"                var attr_pd_ctrl = JSON.stringify(pd_controls).trim()\\n\"+\n",
       "\"                    .replace(/&/g, '&amp;')\\n\"+\n",
       "\"                    .replace(/'/g, '&apos;')\\n\"+\n",
       "\"                    .replace(/\\\"/g, '&quot;')\\n\"+\n",
       "\"                    .replace(/</g, '&lt;')\\n\"+\n",
       "\"                    .replace(/>/g, '&gt;');\\n\"+\n",
       "\"                var dialogRoot = \\\"dialog\\\" + pd_controls.prefix + \\\"root\\\";\\n\"+\n",
       "\"                var options = {\\n\"+\n",
       "\"                    title: \\\"PixieDust: \\\" + (displayOptions.title || \\\"Dialog\\\"),\\n\"+\n",
       "\"                    body: '<div id=\\\"' + dialogRoot + '\\\" pixiedust=\\\"' + attr_pd_ctrl + '\\\" class=\\\"pixiedust\\\"></div>',\\n\"+\n",
       "\"                    sanitize:false,\\n\"+\n",
       "\"                    notebook: IPython.notebook,\\n\"+\n",
       "\"                    keyboard_manager: IPython.notebook.keyboard_manager,\\n\"+\n",
       "\"                    maximize_modal: (displayOptions.maximize === \\\"true\\\"),\\n\"+\n",
       "\"                    custom_class: (displayOptions.customClass || ''),\\n\"+\n",
       "\"                    hide_header: (displayOptions.hideHeader === 'true'),\\n\"+\n",
       "\"                    hide_footer: (displayOptions.showFooter === undefined || displayOptions.showFooter !== 'true'),\\n\"+\n",
       "\"                    buttons: {\\n\"+\n",
       "\"                        OK: {\\n\"+\n",
       "\"                            class : \\\"btn-primary btn-ok\\\",\\n\"+\n",
       "\"                            click: function() {\\n\"+\n",
       "\"                                var dlg = $(\\\"#\\\" + dialogRoot + \\\" > pd_dialog\\\");\\n\"+\n",
       "\"                                try{\\n\"+\n",
       "\"                                    pixiedust.dialogRoot = null;\\n\"+\n",
       "\"                                    $(document).trigger('pd_event', {targetDivId: sourceDivId || dialogRoot, entity: pd_controls.options.nostore_pixieapp});\\n\"+\n",
       "\"                                    return new Function('global', 'modal_obj', dlg.find(\\\"> pd_ok\\\").text().trim())(global, modal_obj);\\n\"+\n",
       "\"                                }catch(e){\\n\"+\n",
       "\"                                    console.error(e);\\n\"+\n",
       "\"                                    return false;\\n\"+\n",
       "\"                                }\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        },\\n\"+\n",
       "\"                        Cancel: {\\n\"+\n",
       "\"                            class : \\\"btn-cancel\\\",\\n\"+\n",
       "\"                            click: function(){\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                function resizeDialog() {\\n\"+\n",
       "\"                    global.modalBodyStyle = $('.pixiedust .modal-body').attr('style');\\n\"+\n",
       "\"                    global.modalFooterStyle = $('.pixiedust .modal-footer').attr('style');\\n\"+\n",
       "\"                    $('.pixiedust .modal-body').attr('style', global.modalBodyStyle ? global.modalBodyStyle + ';padding:5px 20px !important;' : 'padding:5px 20px !important;');\\n\"+\n",
       "\"                    if (options.hide_footer){\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').attr('style', 'display:none !important;');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    $(\\\".pixiedust .modal-footer\\\").find(\\\"> button:contains('OK')\\\").attr(\\\"pd_options\\\", \\\"toto=true\\\");\\n\"+\n",
       "\"                    if (options.hide_header) {\\n\"+\n",
       "\"                        global.modalHeaderStyle = $('.pixiedust .modal-header').attr('style');\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').attr('style', 'display:none !important;');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                function resetDialog() {\\n\"+\n",
       "\"                    if (global.modalBodyStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-body').attr('style', global.modalBodyStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-body').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (global.modalFooterStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').attr('style', global.modalFooterStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-footer').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    if (global.modalHeaderStyle) {\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').attr('style', global.modalHeaderStyle);\\n\"+\n",
       "\"                    } else {\\n\"+\n",
       "\"                        $('.pixiedust .modal-header').removeAttr('style');\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                };\\n\"+\n",
       "\"\\n\"+\n",
       "\"                var modal_obj = modal(options);\\n\"+\n",
       "\"                modal_obj.addClass('pixiedust pixiedust-app ' + options.custom_class);\\n\"+\n",
       "\"                if (options.maximize_modal) {\\n\"+\n",
       "\"                    modal_obj.addClass('pixiedust pixiedust-app pixiedust-maximize ' + options.custom_class);\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                modal_obj.on('shown.bs.modal', function(){\\n\"+\n",
       "\"                    resizeDialog();\\n\"+\n",
       "\"                    var isFF = navigator.userAgent.toLowerCase().indexOf('firefox') > -1;\\n\"+\n",
       "\"                    if( isFF && options.keyboard_manager){\\n\"+\n",
       "\"                        \\n\"+\n",
       "\"                        var KeyboardManager = require('notebook/js/keyboardmanager').KeyboardManager;\\n\"+\n",
       "\"                        global.KMEnableProto = KeyboardManager.prototype.enable;\\n\"+\n",
       "\"                        KeyboardManager.prototype.enable = function () {\\n\"+\n",
       "\"                            this.enabled = false;\\n\"+\n",
       "\"                        };\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    IPython.keyboard_manager.register_events(modal_obj);\\n\"+\n",
       "\"                    user_controls.options.targetDivId = user_controls.targetDivId = dialogRoot;\\n\"+\n",
       "\"                    if ( user_controls.options.dialog == 'true'){\\n\"+\n",
       "\"                        user_controls.onDisplayDone = function(){\\n\"+\n",
       "\"                            var dlg = $(\\\"#\\\" + dialogRoot + \\\" > pd_dialog\\\")\\n\"+\n",
       "\"                            try{\\n\"+\n",
       "\"                                new Function('global', 'modal_obj', dlg.find(\\\"> pd_onload\\\").text().trim())(global, modal_obj);\\n\"+\n",
       "\"                            }catch(e){\\n\"+\n",
       "\"                                console.error(e);\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pixiedust.dialogRoot = dialogRoot;\\n\"+\n",
       "\"                    pixiedust.executeDisplay(pd_controls, user_controls);\\n\"+\n",
       "\"                });\\n\"+\n",
       "\"                modal_obj.on(\\\"hidden.bs.modal\\\", function () {\\n\"+\n",
       "\"                    resetDialog();\\n\"+\n",
       "\"                    if ( global.KMEnableProto ){\\n\"+\n",
       "\"                        var KeyboardManager = require('notebook/js/keyboardmanager').KeyboardManager;\\n\"+\n",
       "\"                        KeyboardManager.prototype.enable = global.KMEnableProto;\\n\"+\n",
       "\"                        delete global.KMEnableProto;\\n\"+\n",
       "\"                    }\\n\"+\n",
       "\"                    pixiedust.dialogRoot = null;\\n\"+\n",
       "\"                });\\n\"+\n",
       "\"            })\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        sendEvent: function(payload, divId){\\n\"+\n",
       "\"            payload = payload || {};\\n\"+\n",
       "\"            var targetElement = event.target || event.srcElement;\\n\"+\n",
       "\"            divId = divId || $(targetElement).uniqueId().attr('id');\\n\"+\n",
       "\"            payload.targetDivId = divId;\\n\"+\n",
       "\"            $(document).trigger('pd_event', payload);\\n\"+\n",
       "\"        },\\n\"+\n",
       "\"        saveOutputInCell: function(curCell, content, html, msg_type){\\n\"+\n",
       "\"            if(curCell && curCell.output_area && curCell.output_area.outputs){\\n\"+\n",
       "\"                var data = JSON.parse(JSON.stringify(content.data));\\n\"+\n",
       "\"                if(!!data[\\\"text/html\\\"])data[\\\"text/html\\\"]=html;\\n\"+\n",
       "\"                function savedData(data){\\n\"+\n",
       "\"                    \\n\"+\n",
       "\"                    var markup='<style type=\\\"text/css\\\">.pd_warning{display:none;}</style>';\\n\"+\n",
       "\"                    markup+='<div class=\\\"pd_warning\\\"><em>Hey, there\\\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\\n\"+\n",
       "\"                    nodes = $.parseHTML(data[\\\"text/html\\\"], null, true);\\n\"+\n",
       "\"                    var s = $(nodes).wrap(\\\"<div>\\\").parent().find(\\\".pd_save\\\").not(\\\".pd_save .pd_save\\\");\\n\"+\n",
       "\"                    s.each(function(){\\n\"+\n",
       "\"                        var found = false;\\n\"+\n",
       "\"                        if ( $(this).attr(\\\"id\\\") ){\\n\"+\n",
       "\"                            var n = $(\\\"#\\\" + $(this).attr(\\\"id\\\"));\\n\"+\n",
       "\"                            if (n.length>0){\\n\"+\n",
       "\"                                found=true;\\n\"+\n",
       "\"                                n.each(function(){\\n\"+\n",
       "\"                                    $(this).addClass(\\\"is-viewer-good\\\");\\n\"+\n",
       "\"                                });\\n\"+\n",
       "\"                                markup+=n.wrap(\\\"<div>\\\").parent().html();\\n\"+\n",
       "\"                            }\\n\"+\n",
       "\"                        }else{\\n\"+\n",
       "\"                            $(this).addClass(\\\"is-viewer-good\\\");\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                        if (!found){\\n\"+\n",
       "\"                            markup+=$(this).parent().html();\\n\"+\n",
       "\"                        }\\n\"+\n",
       "\"                    });\\n\"+\n",
       "\"                    data[\\\"text/html\\\"] = markup;\\n\"+\n",
       "\"                    return data;\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                curCell.output_area.outputs = [{\\n\"+\n",
       "\"                    \\\"data\\\": savedData(data),\\\"metadata\\\":content.metadata,\\\"output_type\\\":msg_type\\n\"+\n",
       "\"                }];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"})();\\n\"+\n",
       "\"\\n\"+\n",
       "\"function resolveScriptMacros(script){\\n\"+\n",
       "\"    script = script && script.replace(/\\\\$val\\\\(\\\\\\\"?(\\\\w*)\\\\\\\"?\\\\)/g, function(a,b){\\n\"+\n",
       "\"        var n = $(\\\"#\\\" + b );\\n\"+\n",
       "\"        var v = null;\\n\"+\n",
       "\"        if (n.length > 0){\\n\"+\n",
       "\"            if (n.is(':checkbox')){\\n\"+\n",
       "\"                v = n.is(':checked').toString();\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                v = $(\\\"#\\\" + b ).val() || $(\\\"#\\\" + b ).text();\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\" && window[b] && typeof window[b] === \\\"function\\\"){\\n\"+\n",
       "\"            v = window[b]();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\" && pixiedust[b] && typeof pixiedust[b] === \\\"function\\\"){\\n\"+\n",
       "\"            v = pixiedust[b]();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (!v && v!==\\\"\\\"){\\n\"+\n",
       "\"            console.log(\\\"Warning: Unable to resolve value for element \\\", b);\\n\"+\n",
       "\"            return a;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (typeof v === \\\"object\\\"){\\n\"+\n",
       "\"            return JSON.stringify(v)\\n\"+\n",
       "\"                .split('\\\\\\\\').join('\\\\\\\\\\\\\\\\')\\n\"+\n",
       "\"                .split(\\\"'''\\\").join(\\\"\\\\\\\\'\\\\\\\\'\\\\\\\\'\\\")\\n\"+\n",
       "\"                .split('\\\"\\\"\\\"').join('\\\\\\\\\\\"\\\\\\\\\\\"\\\\\\\\\\\"')\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return v.split('\\\"').join('&quot;').split('\\\\n').join('\\\\\\\\n');\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    return script;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getParentScript(element){\\n\"+\n",
       "\"    var scripts = [];\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    $(element).parents(\\\"[pd_script]\\\").each(function(){\\n\"+\n",
       "\"        scripts.unshift(this.getAttribute(\\\"pd_script\\\"));\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var script = \\\"\\\";\\n\"+\n",
       "\"    $.each( scripts, function(index, value){\\n\"+\n",
       "\"        if (value){\\n\"+\n",
       "\"            script += \\\"\\\\n\\\" + value;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    return script;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function preRun(element){\\n\"+\n",
       "\"    var preRunCode = getScriptOfType(element, \\\"preRun\\\");\\n\"+\n",
       "\"    if (!preRunCode ){\\n\"+\n",
       "\"        return true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return new Function(preRunCode.trim())();\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getScriptOfType(element, scriptType){\\n\"+\n",
       "\"    if (!element.jquery){\\n\"+\n",
       "\"        element = $(element);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var code = null;\\n\"+\n",
       "\"    element.find(\\\"> pd_script\\\").each(function(){\\n\"+\n",
       "\"        var type = this.getAttribute(\\\"type\\\");\\n\"+\n",
       "\"        if (type == scriptType){\\n\"+\n",
       "\"            code = $(this).text();\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    if (code){\\n\"+\n",
       "\"        return code.trim();\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return code;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function addOptions(command, options, override=true){\\n\"+\n",
       "\"    function getStringRep(v) {\\n\"+\n",
       "\"        if (typeof v === 'string' || v instanceof String){\\n\"+\n",
       "\"            v = v.replace(/'/g,\\\"\\\\\\\\\\\\'\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return \\\"'\\\" + v + \\\"'\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    for (var key in (options||{})){\\n\"+\n",
       "\"        var value = options[key];\\n\"+\n",
       "\"        var hasValue = value != null && typeof value !== 'undefined' && value !== '';\\n\"+\n",
       "\"        var replaceValue = hasValue ? (key+\\\"=\\\" + getStringRep(value) ) : \\\"\\\";\\n\"+\n",
       "\"        var pattern = (hasValue?\\\"\\\":\\\",\\\")+\\\"\\\\\\\\s*\\\" + key + \\\"\\\\\\\\s*=\\\\\\\\s*'(\\\\\\\\\\\\\\\\'|[^'])*'\\\";\\n\"+\n",
       "\"        var rpattern=new RegExp(pattern);\\n\"+\n",
       "\"        var n = command.search(rpattern);\\n\"+\n",
       "\"        if ( n >= 0 ){\\n\"+\n",
       "\"            if (override){\\n\"+\n",
       "\"                command = command.replace(rpattern, replaceValue);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else if (hasValue && command.search(/display\\\\s*\\\\(/) >= 0 ){\\n\"+\n",
       "\"            var n = command.lastIndexOf(\\\")\\\");\\n\"+\n",
       "\"            command = [command.slice(0, n), (command[n-1]==\\\"(\\\"? \\\"\\\":\\\",\\\") + replaceValue, command.slice(n)].join('')\\n\"+\n",
       "\"        }        \\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return command;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function computeGeometry(element, execInfo){\\n\"+\n",
       "\"        var parentStyles = [];\\n\"+\n",
       "\"    var hiddenBlockStyle = 'visibility: hidden !important; display: block !important;';\\n\"+\n",
       "\"    var tDiv = $(\\\"#\\\" + execInfo.targetDivId);\\n\"+\n",
       "\"    var tDivParents = tDiv.parents().addBack().filter(':hidden');\\n\"+\n",
       "\"    tDivParents.each(function() {\\n\"+\n",
       "\"        var currentStyle = $(this).attr('style');\\n\"+\n",
       "\"        parentStyles.push(currentStyle);\\n\"+\n",
       "\"        $(this).attr('style', currentStyle ? currentStyle + ';' + hiddenBlockStyle : hiddenBlockStyle);\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"\\n\"+\n",
       "\"        w = tDiv.width()\\n\"+\n",
       "\"    if (w) {\\n\"+\n",
       "\"        execInfo.options.nostore_cw= w;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if ($(element).parents(\\\".modal-dialog\\\").length > 0 ) {\\n\"+\n",
       "\"        h = tDiv.height()\\n\"+\n",
       "\"        if (h) {\\n\"+\n",
       "\"            execInfo.options.nostore_ch = h-10;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"        tDivParents.each(function(i) {\\n\"+\n",
       "\"        if (parentStyles[i] === undefined) {\\n\"+\n",
       "\"            $(this).removeAttr('style');\\n\"+\n",
       "\"        } else {\\n\"+\n",
       "\"            $(this).attr('style', parentStyles[i]);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function readScriptAttribute(element){\\n\"+\n",
       "\"    var retValue = element.getAttribute(\\\"pd_script\\\");\\n\"+\n",
       "\"    var run_raw = false;\\n\"+\n",
       "\"    if (!retValue){\\n\"+\n",
       "\"        $(element).find(\\\"> pd_script\\\").each(function(){\\n\"+\n",
       "\"            var type = this.getAttribute(\\\"type\\\");\\n\"+\n",
       "\"            if (!type || type==\\\"python\\\"){\\n\"+\n",
       "\"                retValue = $(this).text();\\n\"+\n",
       "\"                run_raw = this.hasAttribute(\\\"run_raw\\\");\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        })\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return retValue?{\\\"script\\\":retValue, \\\"run_raw\\\":run_raw}:null;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function getAttribute(element, name, defValue, defValueIfKeyAlone){\\n\"+\n",
       "\"    if (!element.hasAttribute(name)){\\n\"+\n",
       "\"        return defValue;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    retValue = element.getAttribute(name);\\n\"+\n",
       "\"    return retValue || defValueIfKeyAlone;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function convertToBoolean(value, def){\\n\"+\n",
       "\"    if (value === undefined){\\n\"+\n",
       "\"        return def;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (typeof(value) == \\\"string\\\"){\\n\"+\n",
       "\"        return value.toLowerCase() == \\\"true\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    return value;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function readExecInfo(pd_controls, element, searchParents, fromExecInfo){\\n\"+\n",
       "\"    if (searchParents === null || searchParents === undefined ){\\n\"+\n",
       "\"        searchParents = !element.hasAttribute(\\\"pd_stop_propagation\\\");\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var execInfo = {\\\"options\\\":{}};\\n\"+\n",
       "\"    $.extend(execInfo, fromExecInfo || {});\\n\"+\n",
       "\"    var hasOptions = false;\\n\"+\n",
       "\"    $.each( element.attributes, function(){\\n\"+\n",
       "\"        if (this.name.startsWith(\\\"option_\\\")){\\n\"+\n",
       "\"            hasOptions = true;\\n\"+\n",
       "\"            execInfo.options[this.name.replace(\\\"option_\\\", \\\"\\\")] = this.value || null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    });\\n\"+\n",
       "\"    var pd_options = resolveScriptMacros(element.getAttribute(\\\"pd_options\\\"));\\n\"+\n",
       "\"    if (pd_options){\\n\"+\n",
       "\"        var parts = pd_options.split(\\\";\\\");\\n\"+\n",
       "\"        $.each( parts, function(){\\n\"+\n",
       "\"            var index = this.indexOf(\\\"=\\\");\\n\"+\n",
       "\"            if ( index > 0){\\n\"+\n",
       "\"                hasOptions = true;\\n\"+\n",
       "\"                execInfo.options[this.substring(0, index)] = this.substring(index+1);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    $(element).find(\\\"> pd_options\\\").each(function(){\\n\"+\n",
       "\"        try{\\n\"+\n",
       "\"            var options = JSON.parse($(this).text());\\n\"+\n",
       "\"            hasOptions = true;\\n\"+\n",
       "\"            for (var key in options) { \\n\"+\n",
       "\"                execInfo.options[key] = resolveScriptMacros(options[key]); \\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }catch(e){\\n\"+\n",
       "\"            console.log(\\\"Error parsing pd_options, invalid json\\\", e);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    })\\n\"+\n",
       "\"    if (convertToBoolean(execInfo.options.nostore_figureOnly, true)){\\n\"+\n",
       "\"        execInfo.options.nostore_figureOnly = true;\\n\"+\n",
       "\"    }else{\\n\"+\n",
       "\"        delete execInfo.options.nostore_figureOnly;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    execInfo.options.targetDivId = execInfo.targetDivId = pd_controls.refreshTarget || element.getAttribute(\\\"pd_target\\\");\\n\"+\n",
       "\"    if (execInfo.options.targetDivId){\\n\"+\n",
       "\"        execInfo.options.no_margin=true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    execInfo.options.widget = element.getAttribute(\\\"pd_widget\\\");\\n\"+\n",
       "\"    execInfo.pixieapp = element.getAttribute(\\\"pd_app\\\");\\n\"+\n",
       "\"    if (execInfo.pixieapp && !execInfo.targetDivId){\\n\"+\n",
       "\"        execInfo.options.targetDivId = execInfo.targetDivId = $(element).uniqueId().attr('id');\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    computeGeometry(element, execInfo);\\n\"+\n",
       "\"\\n\"+\n",
       "\"    scriptAttr = readScriptAttribute(element);\\n\"+\n",
       "\"    if (scriptAttr){\\n\"+\n",
       "\"        execInfo.script = (execInfo.script || \\\"\\\") + \\\"\\\\n\\\" + scriptAttr.script;\\n\"+\n",
       "\"        execInfo.script_run_raw = scriptAttr.run_raw;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    execInfo.refresh = execInfo.refresh || (getAttribute(element, \\\"pd_refresh\\\", \\\"false\\\", \\\"true\\\") == 'true');\\n\"+\n",
       "\"    execInfo.norefresh = element.hasAttribute(\\\"pd_norefresh\\\");\\n\"+\n",
       "\"    execInfo.entity = element.hasAttribute(\\\"pd_entity\\\") ? resolveScriptMacros(element.getAttribute(\\\"pd_entity\\\")) || \\\"pixieapp_entity\\\" : null;\\n\"+\n",
       "\"    function applyEntity(c, e, doptions){\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        doptions.prefix = pd_controls.prefix;\\n\"+\n",
       "\"\\n\"+\n",
       "\"        pd_controls.sniffers = pd_controls.sniffers || [];\\n\"+\n",
       "\"        pd_controls.sniffers.forEach(function(sniffer){\\n\"+\n",
       "\"            c = addOptions(c, eval('(' + sniffer + ')'))       \\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        if (!e){\\n\"+\n",
       "\"            return addOptions(c, doptions);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (pd_controls.entity){\\n\"+\n",
       "\"            c = c.replace(pd_controls.entity, pd_controls.entity+ \\\".\\\" + e );\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            c = c.replace(/\\\\((\\\\w*),/, \\\"($1.\\\" + e + \\\",\\\");\\n\"+\n",
       "\"        }        \\n\"+\n",
       "\"        return addOptions(c, doptions);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    var hasRefreshTarget = element.hasAttribute(\\\"pd_refresh\\\") && \\n\"+\n",
       "\"                           element.getAttribute(\\\"pd_refresh\\\") != \\\"true\\\" &&\\n\"+\n",
       "\"                           element.getAttribute(\\\"pd_refresh\\\") != \\\"false\\\";\\n\"+\n",
       "\"    if ( (!hasOptions && (execInfo.refresh || hasRefreshTarget || execInfo.options.widget) && !execInfo.script) \\n\"+\n",
       "\"        || (!execInfo.script && execInfo.pixieapp)){\\n\"+\n",
       "\"        execInfo.script = \\\"#refresh\\\";\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    var dialog = (execInfo.options.dialog == \\\"true\\\");\\n\"+\n",
       "\"    if ( dialog ){\\n\"+\n",
       "\"        execInfo.script = execInfo.script || \\\"#refresh\\\";\\n\"+\n",
       "\"        execInfo.refresh = true;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (execInfo.script){\\n\"+\n",
       "\"        execInfo.script = execInfo.script.trim()\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        var entity = pd_controls.entity;\\n\"+\n",
       "\"        if (!entity){\\n\"+\n",
       "\"            var match = pd_controls.command.match(/display\\\\((\\\\w*),/);\\n\"+\n",
       "\"            if (match){\\n\"+\n",
       "\"                entity = match[1];\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (entity){\\n\"+\n",
       "\"            var prolog = \\\"\\\";\\n\"+\n",
       "\"            if (!execInfo.script_run_raw){\\n\"+\n",
       "\"                console.log(\\\"Inject self with entity\\\", entity);\\n\"+\n",
       "\"                prolog = \\\"from pixiedust.utils.shellAccess import ShellAccess\\\\n\\\"+\\n\"+\n",
       "\"                    \\\"self=ShellAccess['\\\" + entity + \\\"']\\\\n\\\";\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"            execInfo.script = prolog +\\n\"+\n",
       "\"                resolveScriptMacros( getParentScript(element) ) + '\\\\n' +\\n\"+\n",
       "\"                resolveScriptMacros(execInfo.script);\\n\"+\n",
       "\"            if ( execInfo.pixieapp){\\n\"+\n",
       "\"                var locOptions = execInfo.options;\\n\"+\n",
       "\"                locOptions.cell_id = pd_controls.options.cell_id;\\n\"+\n",
       "\"                locOptions.prefix = pd_controls.prefix;\\n\"+\n",
       "\"                if (pd_controls.options.nostore_cw){\\n\"+\n",
       "\"                    locOptions.nostore_cw = pd_controls.options.nostore_cw\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                function makePythonStringOrNone(s){\\n\"+\n",
       "\"                    return !s?\\\"None\\\":('\\\"\\\"\\\"' + s + '\\\"\\\"\\\"')\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                function getCellMetadata(){\\n\"+\n",
       "\"                    var cell = pixiedust.getCell(execInfo.options.cell_id);\\n\"+\n",
       "\"                    var retValue = cell?cell._metadata:{};\\n\"+\n",
       "\"                    return JSON.stringify(retValue || {});\\n\"+\n",
       "\"                }\\n\"+\n",
       "\"                execInfo.script += \\\"\\\\nfrom pixiedust.display.app.pixieapp import runPixieApp\\\" + \\n\"+\n",
       "\"                    \\\"\\\\ntrue=True\\\\nfalse=False\\\\nnull=None\\\" +\\n\"+\n",
       "\"                    \\\"\\\\nrunPixieApp('\\\" + \\n\"+\n",
       "\"                    execInfo.pixieapp + \\\"', options=\\\" + JSON.stringify(locOptions) \\n\"+\n",
       "\"                    + \\\",parent_command=\\\" + makePythonStringOrNone(applyEntity(pd_controls.command, execInfo.entity, execInfo.options))\\n\"+\n",
       "\"                    + \\\",parent_pixieapp=\\\" + makePythonStringOrNone(pd_controls.options.nostore_pixieapp)\\n\"+\n",
       "\"                    + \\\",cell_metadata=\\\" + getCellMetadata()\\n\"+\n",
       "\"                    + \\\")\\\";\\n\"+\n",
       "\"            }else if ( ( hasOptions || execInfo.refresh || execInfo.entity || execInfo.options.widget) && \\n\"+\n",
       "\"                    !execInfo.norefresh && $(element).children(\\\"target[pd_target]\\\").length == 0){\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                execInfo.script += \\\"\\\\n\\\" + applyEntity(pd_controls.command, execInfo.entity, execInfo.options)\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                \\n\"+\n",
       "\"                execInfo.targetDivId=execInfo.targetDivId || \\\"pixiedust_dummy\\\";\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            console.log(\\\"Unable to extract entity variable from command\\\", pd_controls.command);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (!hasOptions && !execInfo.targetDivId && !execInfo.script){\\n\"+\n",
       "\"        if (!searchParents){\\n\"+\n",
       "\"            return null;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        return element.hasAttribute(\\\"pixiedust\\\")?null:readExecInfo(pd_controls, element.parentElement);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (!execInfo.script){\\n\"+\n",
       "\"        execInfo.script = applyEntity(pd_controls.command, execInfo.entity, execInfo.options);\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    execInfo.nostoreMedatadata = true;\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    if ( pixiedust.dialogRoot ){\\n\"+\n",
       "\"        execInfo.targetDivId = execInfo.targetDivId || pixiedust.dialogRoot;\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    if (\\\"send_input_reply\\\" in execInfo.options){\\n\"+\n",
       "\"        execInfo.send_input_reply = execInfo.options[\\\"send_input_reply\\\"];\\n\"+\n",
       "\"        delete execInfo.options[\\\"send_input_reply\\\"];\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (\\\"answer_input_reply\\\" in execInfo.options){\\n\"+\n",
       "\"        execInfo.answer_input_reply = execInfo.options[\\\"answer_input_reply\\\"];\\n\"+\n",
       "\"        delete execInfo.options[\\\"answer_input_reply\\\"];\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    execInfo.execute = function(){\\n\"+\n",
       "\"        \\n\"+\n",
       "\"        if (!preRun(element)){\\n\"+\n",
       "\"            return;\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"\\n\"+\n",
       "\"        pd_controls.sniffers = pd_controls.sniffers || [];\\n\"+\n",
       "\"        pd_controls.sniffers.forEach(function(sniffer){\\n\"+\n",
       "\"            if (this.script){\\n\"+\n",
       "\"                this.script = addOptions(this.script, eval('(' + sniffer + ')'));\\n\"+\n",
       "\"            }else{\\n\"+\n",
       "\"                pd_controls.command = addOptions(pd_controls.command, eval('(' + sniffer + ')'));\\n\"+\n",
       "\"            }    \\n\"+\n",
       "\"        }.bind(this));\\n\"+\n",
       "\"\\n\"+\n",
       "\"        var process_output = getScriptOfType(element, \\\"process_output\\\");\\n\"+\n",
       "\"        if (!process_output){\\n\"+\n",
       "\"            process_output = getScriptOfType($(\\\"#\\\" + this.targetDivId), \\\"process_output\\\");\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if (process_output){\\n\"+\n",
       "\"            this.process_output = function(output){\\n\"+\n",
       "\"                new Function('output', process_output)(output);\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        if ( this.options.dialog == 'true' ){\\n\"+\n",
       "\"            pixiedust.executeInDialog(pd_controls, this);\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            pixiedust.executeDisplay(pd_controls, this);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    \\n\"+\n",
       "\"    var refreshTarget = element.getAttribute(\\\"pd_refresh\\\");\\n\"+\n",
       "\"    if (refreshTarget){\\n\"+\n",
       "\"        if (execInfo.targetDivId == \\\"pixiedust_dummy\\\"){\\n\"+\n",
       "\"            \\n\"+\n",
       "\"            execInfo.targetDivId = \\\"pixiedust_dummy2\\\";\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"        var retQueue = [execInfo];\\n\"+\n",
       "\"        var targets = refreshTarget.split(\\\",\\\");\\n\"+\n",
       "\"        $.each( targets, function(index){\\n\"+\n",
       "\"            var node = $(\\\"#\\\" + this);\\n\"+\n",
       "\"            if (node.length){\\n\"+\n",
       "\"                pd_controls.refreshTarget = this;\\n\"+\n",
       "\"                var thisexecInfo = {\\\"options\\\":{}};\\n\"+\n",
       "\"                thisexecInfo.options.targetDivId = this;\\n\"+\n",
       "\"                retQueue.push( readExecInfo(pd_controls, node.get(0), false, thisexecInfo) );\\n\"+\n",
       "\"            }\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"        return retQueue\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"\\n\"+\n",
       "\"    console.log(\\\"execution info: \\\", execInfo);\\n\"+\n",
       "\"    return execInfo;\\n\"+\n",
       "\"}\\n\"+\n",
       "\"\\n\"+\n",
       "\"function runElement(element, searchParents){\\n\"+\n",
       "\"    var pd_controls = element.getAttribute(\\\"pixiedust\\\");\\n\"+\n",
       "\"    if (!pd_controls){\\n\"+\n",
       "\"        $(element).parents(\\\"[pixiedust]\\\").each(function(){\\n\"+\n",
       "\"            pd_controls = pd_controls || this.getAttribute(\\\"pixiedust\\\");\\n\"+\n",
       "\"        });\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    var execQueue = [];\\n\"+\n",
       "\"    function addToQueue(execInfo){\\n\"+\n",
       "\"        if (Array.isArray(execInfo)){\\n\"+\n",
       "\"            execInfo.forEach(function(exec){\\n\"+\n",
       "\"                addToQueue(exec);\\n\"+\n",
       "\"            });\\n\"+\n",
       "\"        }else{\\n\"+\n",
       "\"            execQueue.push(execInfo);\\n\"+\n",
       "\"        }\\n\"+\n",
       "\"    }\\n\"+\n",
       "\"    if (pd_controls){\\n\"+\n",
       "\"        pd_controls = JSON.parse(pd_controls);\\n\"+\n",
       "\"        \\n\"+\n",
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       "\"});\";\n",
       "                \n",
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       "                    g.appendChild(document.createTextNode(code));\n",
       "                }catch(e){\n",
       "                    g.text = code;\n",
       "                }\n",
       "\n",
       "                s.parentNode.insertBefore(g,s);\n",
       "                g.onload = g.onreadystatechange = callback;\n",
       "            }else{\n",
       "                callback();\n",
       "            }         \n",
       "        }else{\n",
       "            alert(\"An error occurred, unable to access cell id\");\n",
       "        }\n",
       "    },0);\n",
       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%pixie_debugger\n",
    "#Get the stock quote\n",
    "try:\n",
    "    df = web.DataReader('AAPL', data_source='yahoo', start='2019-01-01', end='2020-01-01')\n",
    "except Exception as e:\n",
    "    print('error: {}'.format(e))\n",
    "#Show the data\n",
    "print(df.head())\n",
    "df['Close5'] = 0\n",
    "df.Close5[0:-5] = df.Close[5:]\n",
    "df['20ma'] = df['Adj Close'].rolling(window=20, min_periods=0).mean()\n",
    "print(df[['Close','Close5', 'Adj Close', '20ma']][:10])\n",
    "print(df[['Close','Close5', 'Adj Close', '20ma']].tail(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Close5</th>\n",
       "      <th>20ma</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>3.674107</td>\n",
       "      <td>3.553571</td>\n",
       "      <td>3.604911</td>\n",
       "      <td>3.671875</td>\n",
       "      <td>40952800.0</td>\n",
       "      <td>3.187337</td>\n",
       "      <td>3.553571</td>\n",
       "      <td>3.187337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>4.017857</td>\n",
       "      <td>3.631696</td>\n",
       "      <td>3.745536</td>\n",
       "      <td>3.997768</td>\n",
       "      <td>133949200.0</td>\n",
       "      <td>3.470226</td>\n",
       "      <td>3.491071</td>\n",
       "      <td>3.328781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>3.950893</td>\n",
       "      <td>3.613839</td>\n",
       "      <td>3.866071</td>\n",
       "      <td>3.660714</td>\n",
       "      <td>128094400.0</td>\n",
       "      <td>3.177650</td>\n",
       "      <td>3.312500</td>\n",
       "      <td>3.278404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>3.948661</td>\n",
       "      <td>3.678571</td>\n",
       "      <td>3.705357</td>\n",
       "      <td>3.714286</td>\n",
       "      <td>194580400.0</td>\n",
       "      <td>3.224152</td>\n",
       "      <td>3.113839</td>\n",
       "      <td>3.264841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-06</th>\n",
       "      <td>3.821429</td>\n",
       "      <td>3.392857</td>\n",
       "      <td>3.790179</td>\n",
       "      <td>3.392857</td>\n",
       "      <td>191993200.0</td>\n",
       "      <td>2.945139</td>\n",
       "      <td>3.455357</td>\n",
       "      <td>3.200901</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                High       Low      Open     Close       Volume  Adj Close  \\\n",
       "Date                                                                         \n",
       "1999-12-31  3.674107  3.553571  3.604911  3.671875   40952800.0   3.187337   \n",
       "2000-01-03  4.017857  3.631696  3.745536  3.997768  133949200.0   3.470226   \n",
       "2000-01-04  3.950893  3.613839  3.866071  3.660714  128094400.0   3.177650   \n",
       "2000-01-05  3.948661  3.678571  3.705357  3.714286  194580400.0   3.224152   \n",
       "2000-01-06  3.821429  3.392857  3.790179  3.392857  191993200.0   2.945139   \n",
       "\n",
       "              Close5      20ma  \n",
       "Date                            \n",
       "1999-12-31  3.553571  3.187337  \n",
       "2000-01-03  3.491071  3.328781  \n",
       "2000-01-04  3.312500  3.278404  \n",
       "2000-01-05  3.113839  3.264841  \n",
       "2000-01-06  3.455357  3.200901  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dropna(inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[:-5].to_excel(\"stock_data.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#richard moglen\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import yfinance as yf\n",
    "import datetime as dt\n",
    "from pandas_datareader import data as pdr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n",
      "                  Open        High         Low       Close   Adj Close  \\\n",
      "Date                                                                     \n",
      "2018-12-31  154.470001  154.979996  152.710007  154.259995  152.673813   \n",
      "2019-01-02  150.990005  155.750000  150.880005  154.880005  153.287430   \n",
      "2019-01-03  152.600006  153.259995  149.490005  149.820007  148.279449   \n",
      "2019-01-04  152.339996  157.000000  151.740005  156.229996  154.623550   \n",
      "2019-01-07  156.619995  158.860001  156.110001  158.089996  156.464417   \n",
      "2019-01-08  159.539993  160.110001  157.199997  159.520004  157.879700   \n",
      "2019-01-09  160.139999  161.520004  159.470001  160.820007  159.166367   \n",
      "2019-01-10  159.600006  161.369995  158.699997  161.279999  159.621628   \n",
      "2019-01-11  160.330002  160.860001  159.789993  160.690002  159.037689   \n",
      "2019-01-14  159.330002  159.960007  158.589996  159.270004  157.632278   \n",
      "2019-01-15  160.000000  162.600006  159.910004  162.380005  160.710312   \n",
      "2019-01-16  162.649994  163.779999  162.289993  162.350006  160.680618   \n",
      "2019-01-17  161.830002  164.360001  161.570007  163.630005  161.947449   \n",
      "2019-01-18  164.779999  166.020004  163.820007  165.250000  163.550781   \n",
      "2019-01-22  164.059998  164.139999  160.759995  161.940002  160.274841   \n",
      "2019-01-23  162.770004  163.509995  160.320007  162.149994  160.482651   \n",
      "2019-01-24  162.679993  163.440002  162.059998  163.199997  161.521866   \n",
      "2019-01-25  164.509995  165.649994  163.949997  165.149994  163.451813   \n",
      "2019-01-28  163.020004  163.119995  161.750000  163.110001  161.432800   \n",
      "2019-01-29  163.199997  163.240005  160.990005  161.570007  159.908646   \n",
      "2019-01-30  163.399994  166.279999  162.889999  165.679993  163.976364   \n",
      "2019-01-31  166.699997  168.990005  166.470001  168.160004  166.430878   \n",
      "2019-02-01  167.330002  168.600006  166.990005  167.449997  165.728149   \n",
      "2019-02-04  167.479996  169.529999  167.330002  169.529999  167.786789   \n",
      "2019-02-05  169.759995  171.229996  169.690002  171.029999  169.271362   \n",
      "2019-02-06  171.070007  171.369995  169.750000  170.520004  168.766617   \n",
      "2019-02-07  169.029999  169.449997  166.949997  168.229996  166.500153   \n",
      "2019-02-08  166.759995  168.589996  166.570007  168.559998  166.826752   \n",
      "2019-02-11  169.169998  169.580002  167.979996  168.399994  166.668396   \n",
      "2019-02-12  169.630005  171.139999  169.330002  170.889999  169.132812   \n",
      "...                ...         ...         ...         ...         ...   \n",
      "2020-03-26  183.869995  192.720001  183.610001  191.899994  191.899994   \n",
      "2020-03-27  186.929993  190.509995  184.660004  185.300003  185.300003   \n",
      "2020-03-30  187.100006  192.490005  186.339996  192.039993  192.039993   \n",
      "2020-03-31  191.720001  195.250000  189.199997  190.399994  190.399994   \n",
      "2020-04-01  184.770004  187.660004  180.860001  182.309998  182.309998   \n",
      "2020-04-02  181.240005  190.100006  180.970001  186.009995  186.009995   \n",
      "2020-04-03  185.550003  187.070007  181.289993  183.369995  183.369995   \n",
      "2020-04-06  190.479996  197.649994  189.190002  196.479996  196.479996   \n",
      "2020-04-07  202.369995  202.660004  196.000000  196.399994  196.399994   \n",
      "2020-04-08  198.149994  201.169998  196.169998  200.570007  200.570007   \n",
      "2020-04-09  202.350006  203.220001  199.029999  200.860001  200.860001   \n",
      "2020-04-13  200.000000  203.419998  198.750000  203.029999  203.029999   \n",
      "2020-04-14  207.229996  212.500000  206.419998  211.860001  211.860001   \n",
      "2020-04-15  208.479996  211.830002  207.119995  209.429993  209.429993   \n",
      "2020-04-16  211.690002  214.369995  209.690002  213.250000  213.250000   \n",
      "2020-04-17  216.169998  216.509995  212.080002  215.289993  215.289993   \n",
      "2020-04-20  213.360001  215.880005  212.570007  212.740005  212.740005   \n",
      "2020-04-21  210.600006  211.160004  203.630005  204.889999  204.889999   \n",
      "2020-04-22  209.100006  212.350006  208.330002  210.970001  210.970001   \n",
      "2020-04-23  211.789993  214.440002  210.100006  210.520004  210.520004   \n",
      "2020-04-24  210.970001  214.300003  209.500000  213.839996  213.839996   \n",
      "2020-04-27  216.190002  216.630005  214.500000  215.559998  215.559998   \n",
      "2020-04-28  217.320007  217.320007  211.210007  211.500000  211.500000   \n",
      "2020-04-29  216.190002  219.970001  215.139999  219.000000  219.000000   \n",
      "2020-04-30  219.949997  220.039993  217.350006  218.910004  218.910004   \n",
      "2020-05-01  214.500000  216.669998  211.679993  212.740005  212.740005   \n",
      "2020-05-04  211.460007  215.449997  211.119995  215.220001  215.220001   \n",
      "2020-05-05  217.440002  220.139999  216.850006  217.660004  217.660004   \n",
      "2020-05-06  219.399994  221.039993  218.110001  219.000000  219.000000   \n",
      "2020-05-07  221.820007  222.729996  220.419998  221.820007  221.820007   \n",
      "\n",
      "              Volume  \n",
      "Date                  \n",
      "2018-12-31  53015300  \n",
      "2019-01-02  58576700  \n",
      "2019-01-03  74820200  \n",
      "2019-01-04  74709300  \n",
      "2019-01-07  52059300  \n",
      "2019-01-08  49388700  \n",
      "2019-01-09  46491700  \n",
      "2019-01-10  38943400  \n",
      "2019-01-11  30176600  \n",
      "2019-01-14  30710200  \n",
      "2019-01-15  40874200  \n",
      "2019-01-16  33812200  \n",
      "2019-01-17  39329000  \n",
      "2019-01-18  57183200  \n",
      "2019-01-22  56711700  \n",
      "2019-01-23  38106100  \n",
      "2019-01-24  32417800  \n",
      "2019-01-25  36515900  \n",
      "2019-01-28  33491200  \n",
      "2019-01-29  30784200  \n",
      "2019-01-30  41346500  \n",
      "2019-01-31  37258400  \n",
      "2019-02-01  32143700  \n",
      "2019-02-04  26718800  \n",
      "2019-02-05  28156400  \n",
      "2019-02-06  27970000  \n",
      "2019-02-07  42036200  \n",
      "2019-02-08  29020700  \n",
      "2019-02-11  21434100  \n",
      "2019-02-12  29722100  \n",
      "...              ...  \n",
      "2020-03-26  79887600  \n",
      "2020-03-27  58845000  \n",
      "2020-03-30  49356900  \n",
      "2020-03-31  62659300  \n",
      "2020-04-01  53715400  \n",
      "2020-04-02  56465300  \n",
      "2020-04-03  47487600  \n",
      "2020-04-06  64763500  \n",
      "2020-04-07  69904500  \n",
      "2020-04-08  45940400  \n",
      "2020-04-09  68323900  \n",
      "2020-04-13  42853900  \n",
      "2020-04-14  63959600  \n",
      "2020-04-15  47036000  \n",
      "2020-04-16  64657400  \n",
      "2020-04-17  62863200  \n",
      "2020-04-20  38249100  \n",
      "2020-04-21  72932800  \n",
      "2020-04-22  40188800  \n",
      "2020-04-23  43278500  \n",
      "2020-04-24  34303400  \n",
      "2020-04-27  36451700  \n",
      "2020-04-28  46862800  \n",
      "2020-04-29  48716400  \n",
      "2020-04-30  42955500  \n",
      "2020-05-01  48795000  \n",
      "2020-05-04  32841000  \n",
      "2020-05-05  37783100  \n",
      "2020-05-06  36455200  \n",
      "2020-05-07  38352000  \n",
      "\n",
      "[341 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "yf.pdr_override()\n",
    "stock = 'QQQ'\n",
    "\n",
    "start = dt.datetime(2019,1,1)\n",
    "now = dt.datetime.now()\n",
    "\n",
    "df = pdr.get_data_yahoo(stock,start,now)\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Open        High         Low       Close   Adj Close  \\\n",
      "Date                                                                     \n",
      "2018-12-31  154.470001  154.979996  152.710007  154.259995  152.673813   \n",
      "2019-01-02  150.990005  155.750000  150.880005  154.880005  153.287430   \n",
      "2019-01-03  152.600006  153.259995  149.490005  149.820007  148.279449   \n",
      "2019-01-04  152.339996  157.000000  151.740005  156.229996  154.623550   \n",
      "2019-01-07  156.619995  158.860001  156.110001  158.089996  156.464417   \n",
      "2019-01-08  159.539993  160.110001  157.199997  159.520004  157.879700   \n",
      "2019-01-09  160.139999  161.520004  159.470001  160.820007  159.166367   \n",
      "2019-01-10  159.600006  161.369995  158.699997  161.279999  159.621628   \n",
      "2019-01-11  160.330002  160.860001  159.789993  160.690002  159.037689   \n",
      "2019-01-14  159.330002  159.960007  158.589996  159.270004  157.632278   \n",
      "2019-01-15  160.000000  162.600006  159.910004  162.380005  160.710312   \n",
      "2019-01-16  162.649994  163.779999  162.289993  162.350006  160.680618   \n",
      "2019-01-17  161.830002  164.360001  161.570007  163.630005  161.947449   \n",
      "2019-01-18  164.779999  166.020004  163.820007  165.250000  163.550781   \n",
      "2019-01-22  164.059998  164.139999  160.759995  161.940002  160.274841   \n",
      "2019-01-23  162.770004  163.509995  160.320007  162.149994  160.482651   \n",
      "2019-01-24  162.679993  163.440002  162.059998  163.199997  161.521866   \n",
      "2019-01-25  164.509995  165.649994  163.949997  165.149994  163.451813   \n",
      "2019-01-28  163.020004  163.119995  161.750000  163.110001  161.432800   \n",
      "2019-01-29  163.199997  163.240005  160.990005  161.570007  159.908646   \n",
      "2019-01-30  163.399994  166.279999  162.889999  165.679993  163.976364   \n",
      "2019-01-31  166.699997  168.990005  166.470001  168.160004  166.430878   \n",
      "2019-02-01  167.330002  168.600006  166.990005  167.449997  165.728149   \n",
      "2019-02-04  167.479996  169.529999  167.330002  169.529999  167.786789   \n",
      "2019-02-05  169.759995  171.229996  169.690002  171.029999  169.271362   \n",
      "2019-02-06  171.070007  171.369995  169.750000  170.520004  168.766617   \n",
      "2019-02-07  169.029999  169.449997  166.949997  168.229996  166.500153   \n",
      "2019-02-08  166.759995  168.589996  166.570007  168.559998  166.826752   \n",
      "2019-02-11  169.169998  169.580002  167.979996  168.399994  166.668396   \n",
      "2019-02-12  169.630005  171.139999  169.330002  170.889999  169.132812   \n",
      "...                ...         ...         ...         ...         ...   \n",
      "2020-03-26  183.869995  192.720001  183.610001  191.899994  191.899994   \n",
      "2020-03-27  186.929993  190.509995  184.660004  185.300003  185.300003   \n",
      "2020-03-30  187.100006  192.490005  186.339996  192.039993  192.039993   \n",
      "2020-03-31  191.720001  195.250000  189.199997  190.399994  190.399994   \n",
      "2020-04-01  184.770004  187.660004  180.860001  182.309998  182.309998   \n",
      "2020-04-02  181.240005  190.100006  180.970001  186.009995  186.009995   \n",
      "2020-04-03  185.550003  187.070007  181.289993  183.369995  183.369995   \n",
      "2020-04-06  190.479996  197.649994  189.190002  196.479996  196.479996   \n",
      "2020-04-07  202.369995  202.660004  196.000000  196.399994  196.399994   \n",
      "2020-04-08  198.149994  201.169998  196.169998  200.570007  200.570007   \n",
      "2020-04-09  202.350006  203.220001  199.029999  200.860001  200.860001   \n",
      "2020-04-13  200.000000  203.419998  198.750000  203.029999  203.029999   \n",
      "2020-04-14  207.229996  212.500000  206.419998  211.860001  211.860001   \n",
      "2020-04-15  208.479996  211.830002  207.119995  209.429993  209.429993   \n",
      "2020-04-16  211.690002  214.369995  209.690002  213.250000  213.250000   \n",
      "2020-04-17  216.169998  216.509995  212.080002  215.289993  215.289993   \n",
      "2020-04-20  213.360001  215.880005  212.570007  212.740005  212.740005   \n",
      "2020-04-21  210.600006  211.160004  203.630005  204.889999  204.889999   \n",
      "2020-04-22  209.100006  212.350006  208.330002  210.970001  210.970001   \n",
      "2020-04-23  211.789993  214.440002  210.100006  210.520004  210.520004   \n",
      "2020-04-24  210.970001  214.300003  209.500000  213.839996  213.839996   \n",
      "2020-04-27  216.190002  216.630005  214.500000  215.559998  215.559998   \n",
      "2020-04-28  217.320007  217.320007  211.210007  211.500000  211.500000   \n",
      "2020-04-29  216.190002  219.970001  215.139999  219.000000  219.000000   \n",
      "2020-04-30  219.949997  220.039993  217.350006  218.910004  218.910004   \n",
      "2020-05-01  214.500000  216.669998  211.679993  212.740005  212.740005   \n",
      "2020-05-04  211.460007  215.449997  211.119995  215.220001  215.220001   \n",
      "2020-05-05  217.440002  220.139999  216.850006  217.660004  217.660004   \n",
      "2020-05-06  219.399994  221.039993  218.110001  219.000000  219.000000   \n",
      "2020-05-07  221.820007  222.729996  220.419998  221.820007  221.820007   \n",
      "\n",
      "              Volume      Sma_50  \n",
      "Date                              \n",
      "2018-12-31  53015300         NaN  \n",
      "2019-01-02  58576700         NaN  \n",
      "2019-01-03  74820200         NaN  \n",
      "2019-01-04  74709300         NaN  \n",
      "2019-01-07  52059300         NaN  \n",
      "2019-01-08  49388700         NaN  \n",
      "2019-01-09  46491700         NaN  \n",
      "2019-01-10  38943400         NaN  \n",
      "2019-01-11  30176600         NaN  \n",
      "2019-01-14  30710200         NaN  \n",
      "2019-01-15  40874200         NaN  \n",
      "2019-01-16  33812200         NaN  \n",
      "2019-01-17  39329000         NaN  \n",
      "2019-01-18  57183200         NaN  \n",
      "2019-01-22  56711700         NaN  \n",
      "2019-01-23  38106100         NaN  \n",
      "2019-01-24  32417800         NaN  \n",
      "2019-01-25  36515900         NaN  \n",
      "2019-01-28  33491200         NaN  \n",
      "2019-01-29  30784200         NaN  \n",
      "2019-01-30  41346500         NaN  \n",
      "2019-01-31  37258400         NaN  \n",
      "2019-02-01  32143700         NaN  \n",
      "2019-02-04  26718800         NaN  \n",
      "2019-02-05  28156400         NaN  \n",
      "2019-02-06  27970000         NaN  \n",
      "2019-02-07  42036200         NaN  \n",
      "2019-02-08  29020700         NaN  \n",
      "2019-02-11  21434100         NaN  \n",
      "2019-02-12  29722100         NaN  \n",
      "...              ...         ...  \n",
      "2020-03-26  79887600  211.581552  \n",
      "2020-03-27  58845000  210.893516  \n",
      "2020-03-30  49356900  210.298170  \n",
      "2020-03-31  62659300  209.648070  \n",
      "2020-04-01  53715400  208.838166  \n",
      "2020-04-02  56465300  208.090487  \n",
      "2020-04-03  47487600  207.275639  \n",
      "2020-04-06  64763500  206.760710  \n",
      "2020-04-07  69904500  206.335986  \n",
      "2020-04-08  45940400  205.927805  \n",
      "2020-04-09  68323900  205.518238  \n",
      "2020-04-13  42853900  205.136305  \n",
      "2020-04-14  63959600  205.001422  \n",
      "2020-04-15  47036000  204.751880  \n",
      "2020-04-16  64657400  204.477154  \n",
      "2020-04-17  62863200  204.228260  \n",
      "2020-04-20  38249100  203.889050  \n",
      "2020-04-21  72932800  203.412598  \n",
      "2020-04-22  40188800  203.002464  \n",
      "2020-04-23  43278500  202.582532  \n",
      "2020-04-24  34303400  202.183895  \n",
      "2020-04-27  36451700  201.825646  \n",
      "2020-04-28  46862800  201.372825  \n",
      "2020-04-29  48716400  201.068209  \n",
      "2020-04-30  42955500  200.716888  \n",
      "2020-05-01  48795000  200.286073  \n",
      "2020-05-04  32841000  199.994866  \n",
      "2020-05-05  37783100  199.929682  \n",
      "2020-05-06  36455200  200.011442  \n",
      "2020-05-07  38352000  200.127449  \n",
      "\n",
      "[341 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "ma=50\n",
    "smaString=\"Sma_\"+str(ma)\n",
    "df[smaString] = df.iloc[:,4].rolling(window=ma).mean()\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  Open        High         Low       Close   Adj Close  \\\n",
      "Date                                                                     \n",
      "2019-03-14  177.130005  177.339996  176.660004  176.710007  174.892944   \n",
      "2019-03-15  177.399994  178.880005  177.279999  178.350006  176.516098   \n",
      "2019-03-18  177.949997  178.990005  177.589996  178.449997  176.936478   \n",
      "2019-03-19  179.179993  180.000000  178.289993  179.050003  177.531403   \n",
      "2019-03-20  179.059998  180.860001  178.240005  179.759995  178.235397   \n",
      "2019-03-21  179.220001  182.830002  179.199997  182.570007  181.021545   \n",
      "2019-03-22  181.779999  182.270004  178.369995  178.559998  177.045563   \n",
      "2019-03-25  177.910004  178.839996  176.929993  178.220001  176.708450   \n",
      "2019-03-26  179.600006  180.690002  178.139999  179.050003  177.531403   \n",
      "2019-03-27  179.320007  179.720001  176.600006  177.899994  176.391144   \n",
      "2019-03-28  178.360001  178.979996  177.240005  178.309998  176.797668   \n",
      "2019-03-29  179.690002  179.830002  178.589996  179.660004  178.136230   \n",
      "2019-04-01  181.509995  182.259995  180.770004  182.039993  180.496048   \n",
      "2019-04-02  182.240005  182.910004  181.779999  182.729996  181.180176   \n",
      "2019-04-03  183.759995  184.919998  183.210007  183.779999  182.221283   \n",
      "2019-04-04  183.830002  184.500000  182.649994  183.710007  182.151901   \n",
      "2019-04-05  184.240005  184.770004  184.020004  184.660004  183.093826   \n",
      "2019-04-08  184.360001  185.279999  183.630005  185.130005  183.559830   \n",
      "2019-04-09  184.500000  185.110001  184.089996  184.479996  182.915344   \n",
      "2019-04-10  184.720001  185.529999  184.520004  185.470001  183.896957   \n",
      "2019-04-11  185.779999  185.779999  184.690002  185.029999  183.460693   \n",
      "2019-04-12  185.850006  185.949997  185.059998  185.830002  184.253906   \n",
      "2019-04-15  185.839996  186.070007  184.619995  185.860001  184.283646   \n",
      "2019-04-16  186.539993  186.910004  185.929993  186.500000  184.918213   \n",
      "2019-04-17  187.750000  187.929993  186.600006  187.149994  185.562698   \n",
      "2019-04-18  187.460007  187.789993  186.289993  187.389999  185.800659   \n",
      "2019-04-22  186.570007  187.990005  186.429993  187.919998  186.326172   \n",
      "2019-04-23  188.399994  190.539993  188.130005  190.309998  188.695908   \n",
      "2019-04-24  190.470001  190.710007  189.649994  189.710007  188.100998   \n",
      "2019-04-25  191.130005  191.220001  189.449997  190.479996  188.864456   \n",
      "...                ...         ...         ...         ...         ...   \n",
      "2020-03-26  183.869995  192.720001  183.610001  191.899994  191.899994   \n",
      "2020-03-27  186.929993  190.509995  184.660004  185.300003  185.300003   \n",
      "2020-03-30  187.100006  192.490005  186.339996  192.039993  192.039993   \n",
      "2020-03-31  191.720001  195.250000  189.199997  190.399994  190.399994   \n",
      "2020-04-01  184.770004  187.660004  180.860001  182.309998  182.309998   \n",
      "2020-04-02  181.240005  190.100006  180.970001  186.009995  186.009995   \n",
      "2020-04-03  185.550003  187.070007  181.289993  183.369995  183.369995   \n",
      "2020-04-06  190.479996  197.649994  189.190002  196.479996  196.479996   \n",
      "2020-04-07  202.369995  202.660004  196.000000  196.399994  196.399994   \n",
      "2020-04-08  198.149994  201.169998  196.169998  200.570007  200.570007   \n",
      "2020-04-09  202.350006  203.220001  199.029999  200.860001  200.860001   \n",
      "2020-04-13  200.000000  203.419998  198.750000  203.029999  203.029999   \n",
      "2020-04-14  207.229996  212.500000  206.419998  211.860001  211.860001   \n",
      "2020-04-15  208.479996  211.830002  207.119995  209.429993  209.429993   \n",
      "2020-04-16  211.690002  214.369995  209.690002  213.250000  213.250000   \n",
      "2020-04-17  216.169998  216.509995  212.080002  215.289993  215.289993   \n",
      "2020-04-20  213.360001  215.880005  212.570007  212.740005  212.740005   \n",
      "2020-04-21  210.600006  211.160004  203.630005  204.889999  204.889999   \n",
      "2020-04-22  209.100006  212.350006  208.330002  210.970001  210.970001   \n",
      "2020-04-23  211.789993  214.440002  210.100006  210.520004  210.520004   \n",
      "2020-04-24  210.970001  214.300003  209.500000  213.839996  213.839996   \n",
      "2020-04-27  216.190002  216.630005  214.500000  215.559998  215.559998   \n",
      "2020-04-28  217.320007  217.320007  211.210007  211.500000  211.500000   \n",
      "2020-04-29  216.190002  219.970001  215.139999  219.000000  219.000000   \n",
      "2020-04-30  219.949997  220.039993  217.350006  218.910004  218.910004   \n",
      "2020-05-01  214.500000  216.669998  211.679993  212.740005  212.740005   \n",
      "2020-05-04  211.460007  215.449997  211.119995  215.220001  215.220001   \n",
      "2020-05-05  217.440002  220.139999  216.850006  217.660004  217.660004   \n",
      "2020-05-06  219.399994  221.039993  218.110001  219.000000  219.000000   \n",
      "2020-05-07  221.820007  222.729996  220.419998  221.820007  221.820007   \n",
      "\n",
      "              Volume      Sma_50  \n",
      "Date                              \n",
      "2019-03-14  23751500  165.889495  \n",
      "2019-03-15  38192000  166.354069  \n",
      "2019-03-18  32935100  166.927209  \n",
      "2019-03-19  36893300  167.385366  \n",
      "2019-03-20  50105000  167.820786  \n",
      "2019-03-21  42428500  168.283623  \n",
      "2019-03-22  70794500  168.641207  \n",
      "2019-03-25  46336500  168.982943  \n",
      "2019-03-26  33248100  169.352817  \n",
      "2019-03-27  37096700  169.727995  \n",
      "2019-03-28  30368200  170.049742  \n",
      "2019-03-29  35205500  170.398854  \n",
      "2019-04-01  30969500  170.769826  \n",
      "2019-04-02  22645200  171.122414  \n",
      "2019-04-03  31633500  171.561343  \n",
      "2019-04-04  28530800  171.994728  \n",
      "2019-04-05  25674700  172.426167  \n",
      "2019-04-08  22697500  172.828327  \n",
      "2019-04-09  25631900  173.257978  \n",
      "2019-04-10  24563000  173.737744  \n",
      "2019-04-11  20654100  174.127431  \n",
      "2019-04-12  24989100  174.483892  \n",
      "2019-04-15  21073000  174.855002  \n",
      "2019-04-16  27195700  175.197630  \n",
      "2019-04-17  29651600  175.523457  \n",
      "2019-04-18  28580900  175.864138  \n",
      "2019-04-22  17936000  176.260658  \n",
      "2019-04-23  33665600  176.698041  \n",
      "2019-04-24  24977100  177.126693  \n",
      "2019-04-25  29517500  177.521326  \n",
      "...              ...         ...  \n",
      "2020-03-26  79887600  211.581552  \n",
      "2020-03-27  58845000  210.893516  \n",
      "2020-03-30  49356900  210.298170  \n",
      "2020-03-31  62659300  209.648070  \n",
      "2020-04-01  53715400  208.838166  \n",
      "2020-04-02  56465300  208.090487  \n",
      "2020-04-03  47487600  207.275639  \n",
      "2020-04-06  64763500  206.760710  \n",
      "2020-04-07  69904500  206.335986  \n",
      "2020-04-08  45940400  205.927805  \n",
      "2020-04-09  68323900  205.518238  \n",
      "2020-04-13  42853900  205.136305  \n",
      "2020-04-14  63959600  205.001422  \n",
      "2020-04-15  47036000  204.751880  \n",
      "2020-04-16  64657400  204.477154  \n",
      "2020-04-17  62863200  204.228260  \n",
      "2020-04-20  38249100  203.889050  \n",
      "2020-04-21  72932800  203.412598  \n",
      "2020-04-22  40188800  203.002464  \n",
      "2020-04-23  43278500  202.582532  \n",
      "2020-04-24  34303400  202.183895  \n",
      "2020-04-27  36451700  201.825646  \n",
      "2020-04-28  46862800  201.372825  \n",
      "2020-04-29  48716400  201.068209  \n",
      "2020-04-30  42955500  200.716888  \n",
      "2020-05-01  48795000  200.286073  \n",
      "2020-05-04  32841000  199.994866  \n",
      "2020-05-05  37783100  199.929682  \n",
      "2020-05-06  36455200  200.011442  \n",
      "2020-05-07  38352000  200.127449  \n",
      "\n",
      "[291 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "df=df.iloc[ma:]\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is lower\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "The close is higher\n",
      "208\n",
      "83\n"
     ]
    }
   ],
   "source": [
    "numH=0\n",
    "numC=0\n",
    "\n",
    "for i in df.index:\n",
    "    if df['Adj Close'][i]>df[smaString][i]:\n",
    "        print(\"The close is higher\")\n",
    "        numH+=1\n",
    "    else:\n",
    "        print(\"The close is lower\")\n",
    "        numC+=1\n",
    "print(str(numH))\n",
    "print(str(numC))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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