update notebook template

Author: tylerhutcherson

bitcoinRNN.ipynb

@@ -4,7 +4,6 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -39,7 +38,6 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -126,9 +124,7 @@
   {
    "cell_type": "code",
    "execution_count": 163,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -172,9 +168,7 @@
   {
    "cell_type": "code",
    "execution_count": 164,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -196,9 +190,7 @@
   {
    "cell_type": "code",
    "execution_count": 165,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -215,11 +207,19 @@
     "print(\"Validating a single record:\", flush=True)\n",
     "print(gtrends_json['data'][0], flush=True)\n",
     "\n",
-    "# Convert to pandas df and handle string NaN's coming through data engine\n",
+    "# Convert to pandas df\n",
     "gtrends = pd.DataFrame.from_records(gtrends_json['data'])\\\n",
-    "    .pivot(index='date', values='interest', columns='keyword')\\\n",
-    "    .replace({'NaN': None})\\\n",
-    "    .fillna(method='pad')\n",
+    "    .pivot(index='date', values='interest', columns='keyword')\n",
+    "\n",
+    "# Deal with potential nans\n",
+    "for col in gtrends.columns:\n",
+    "    if 'NaN' in gtrends[col].values:\n",
+    "        gtrends[col].replace({'NaN': None}, inplace=True)\n",
+    "    else:\n",
+    "        continue\n",
+    "\n",
+    "# If there are nans, fill using pad method\n",
+    "gtrends.fillna(method='pad', inplace=True)\n",
     "\n",
     "# Set proper date format\n",
     "gtrends.index = pd.to_datetime(gtrends.index)\n",
@@ -231,9 +231,7 @@
   {
    "cell_type": "code",
    "execution_count": 108,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -339,9 +337,7 @@
   {
    "cell_type": "code",
    "execution_count": 140,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -501,9 +497,7 @@
   {
    "cell_type": "code",
    "execution_count": 143,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -562,9 +556,7 @@
   {
    "cell_type": "code",
    "execution_count": 162,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",