From cf0737c9aa57d9c009ef6c50ea1e172b8bc2e8e9 Mon Sep 17 00:00:00 2001
From: Russell Jarvis <russelljarvis@protonmail.com>
Date: Fri, 11 Jun 2021 11:46:29 +1000
Subject: [PATCH] update

---
 science.ipynb | 2990 ++++++++++++++++++++++++++++++++++---------------
 1 file changed, 2085 insertions(+), 905 deletions(-)

diff --git a/science.ipynb b/science.ipynb
index c92e513..6f7faca 100644
--- a/science.ipynb
+++ b/science.ipynb
@@ -43,13 +43,14 @@
     "import plotly.express as px\n",
     "import pandas as pd\n",
     "from random import sample\n",
-    "import click\n",
+    "#import click\n",
     "from scipy.stats import pearsonr\n",
     "from science_access.t_analysis import not_want_list\n",
+    "import seaborn as sns\n",
     "\n",
-    "not_want_list.extend(\n",
-    "    [\"link\", \"librarian\", \"issue\", \"abstract\", \"science\", \"cookie\", \"publication\"]\n",
-    ")\n",
+    "#not_want_list.extend(\n",
+    "#    [\"link\", \"librarian\", \"issue\", \"abstract\", \"science\", \"cookie\", \"publication\"]\n",
+    "#)\n",
     "\n",
     "from science_access.online_app_backend import call_from_front_end\n",
     "from science_access.online_app_backend import ar_manipulation\n",
@@ -93,31 +94,18 @@
     "def do_science(author_name):\n",
     "    ar = call_from_front_end(author_name, tns=10, fast=True)\n",
     "    author = pd.DataFrame(ar)\n",
-    "    fig = plt.figure()\n",
-    "    plt.scatter(list(range(0,len(author[\"numCitedBy\"]))),author[\"numCitedBy\"],label=\"citedby\")\n",
-    "    plt.scatter(list(range(0,len(author[\"numCitedBy\"]))),author[\"standard\"],label=\"readability\")\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "    #fig = plt.figure()\n",
+    "    #plt.scatter(list(range(0,len(author[\"numCitedBy\"]))),author[\"numCitedBy\"],label=\"citedby\")\n",
+    "    #plt.scatter(list(range(0,len(author[\"numCitedBy\"]))),author[\"standard\"],label=\"readability\")\n",
+    "    #plt.legend()\n",
+    "    #plt.show()\n",
     "    corr, _ = pearsonr(author[\"numCitedBy\"], author[\"standard\"])\n",
-    "    print('Pearsons correlation: %.3f' % corr)\n",
-    "    fig = plt.figure()\n",
-    "    #from sklearn import datasets, linear_model\n",
-    "    #regr = linear_model.LinearRegression()\n",
-    "\n",
-    "    # Train the model using the training sets\n",
-    "    #regr.fit(author[\"standard\"], author[\"numCitedBy\"])\n",
-    "\n",
-    "    # Make predictions using the testing set\n",
-    "    #diabetes_y_pred = regr.predict(author[\"standard\"])\n",
-    "\n",
-    "    #plt.plot(author[\"standard\"], author[\"numCitedBy\"], color='blue', linewidth=3)\n",
-    "\n",
-    "    \n",
-    "    plt.scatter(author[\"standard\"],author[\"numCitedBy\"])\n",
-    "    plt.ylabel(\"numCitedBy\")\n",
-    "    plt.xlabel(\"readability\")\n",
-    "\n",
-    "    plt.show()\n",
+    "    #print('Pearsons correlation: %.3f' % corr)\n",
+    "    #fig = plt.figure()    \n",
+    "    #plt.scatter(author[\"standard\"],author[\"numCitedBy\"])\n",
+    "    #plt.ylabel(\"numCitedBy\")\n",
+    "    #plt.xlabel(\"readability\")\n",
+    "    #plt.show()\n",
     "\n",
     "    return (author[\"numCitedBy\"],author[\"standard\"],author)\n"
    ]
@@ -141,43 +129,12 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2021-06-11 10:43:57.138 WARNING root: \n",
+      "2021-06-11 11:33:02.003 WARNING root: \n",
       "  \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n",
       "  command:\n",
       "\n",
       "    streamlit run /home/user/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py [ARGUMENTS]\n"
      ]
-    },
-    {
-     "data": {
-      "image/png": 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fuBF4D1gPTA9Wmw6sS1VIERE5VyyHUHoBL5hZw/r/6e6vmNnbwCozuw/4ENCcSSIiadRmgbv7QeCqVsargTGpCCUiIm3TNzFFREJKBS4iElIqcBGRkFKBi4iElApcRCSkVOAiIiGlAhcRCSkVuIhISKnARURCSgUuIhJSKnARkZBSgYuIhJQKXEQkpFTgIiIhpQIXEQkpFbiISEjFXOBm1sXMdpjZS8FyfzPbamYfmNlKM+uWupgiItJSPHvgDwN7myz/HHjC3b8BfAzcl8xgIiLy5WIqcDMrAm4GngqWDRgNlAarLAcmpSCfiIicR6x74L8C/hk4Eyz3AGrc/VSwXAH0be2JZjbDzMrMrKyqqiqRrCIi0kSbBW5m44ET7r69PRtw9yXuHnH3SGFhYXteQkREWtHmrPTASGCCmX0PyAX+F/AkUGBmXYO98CKgMnUxRUSkpTb3wN19jrsXuXs/4A5gk7vfBbwOTAlWmw6sS1lKERE5RyLngf8L8BMz+4DoMfGnkxNJRERiEcshlEbuvhnYHNw/CAxLfiTJeuWrYONjUFsB+UUwZi4UT+28OUQyJK4CF6F8Fbw4E+rrosu1h6PLkN7yzJYcIhmkr9JLfDY+drY0G9TXRcc7Yw6RDFKBS3xqK+Ib7+g5RDJIBS7xyS+Kb7yj5xDJIBW4xGfMXMjJaz6Wkxcd74w5RDJIBS7xKZ4KtyyG/EsBi97esjj9HxxmSw6RDDJ3T9vGIpGIl5WVpW17IiIdgZltd/dIy3HtgYuIhJQKXEQkpFTgIiIhpQIXEQkpFbiISEipwEVEQkoFLiISUipwEZGQimVOzFwz22Zmu8xst5n972C8v5ltNbMPzGylmXVLScLyVfDEYJhfEL0tX5WSzYQmh4hIIJY98L8Bo939KmAIcJOZDQd+Djzh7t8APgbuS3q6hms+1x4G/Ow1n9NdntmSQ0SkiVjmxHR3/yxYzAn+c2A0UBqMLwcmJT1dtlzzOVtyiIg0EdMxcDPrYmY7gRPAa8ABoCaYkR6gAuh7nufOMLMyMyurqqqKL122XPM5W3KIiDQRU4G7+2l3HwIUEZ0H81uxbsDdl7h7xN0jhYWF8aXLlms+Z0sOEZEm4joLxd1rgNeBEUCBmTXMqVkEVCY3GtlzzedsySEi0kQsZ6EUmllBcD8PGAvsJVrkU4LVpgPrkp4uW675nC05RESaaPN64GZWTPRDyi5EC3+Vuz9mZn8HPAd0B3YA09z9b1/2WroeuIhI/M53PfCura3clLuXAyWtjB8kejxcREQyQN/EFBEJKRW4iEhIqcBFREJKBS4iElIqcBGRkFKBi4iElApcRCSkVOAiIiGlAhcRCSkVuIhISKnARURCSgUuIhJSKnARkZBSgYuIhJQKXEQkpFTgIiIhFcuUapea2etmtsfMdpvZw8F4dzN7zcz2B7eXpD6uiIg0iGUP/BTwT+5+BTAc+AczuwKYDWx09wHAxmBZRETSpM0Cd/ej7v5OcP9TohMa9wUmEp0rk+B2UooyiojEr3wVPDEY5hdEb8tXdbgMbc6J2ZSZ9SM6P+ZWoJe7Hw0eOgb0Os9zZgAzAC677LJ2BxURiVn5KnhxJtTXRZdrD0eXAYqndpgMMX+IaWYXAc8Ds9z9k6aPeXRq+1ant3f3Je4ecfdIYWFhQmFFRGKy8bGzxdmgvi463oEyxFTgZpZDtLxXuPuaYPi4mfUOHu8NnEhaKhGRRNRWxDce0gyxnIViwNPAXnf/9yYPrQemB/enA+uSlkpEJBH5RfGNhzRDLHvgI4G7gdFmtjP473vAAmCsme0HbgiWRUQyb8xcyMlrPpaTFx3vQBna/BDT3d8A7DwPj0laEhGRZGn4kHDjY9FDFvlF0eJM1weYacpg0c8f0yMSiXhZWVnatici0hGY2XZ3j7Qc11fpRURCSgUuIhJSKnARkZBSgYuIhJQKXEQkpFTgIiIhpQIXEQkpFbhIorLhsqXSKcV1OVkRaSEbLlsqnZb2wEUSkQ2XLZVOSwUukohsuGypdFoqcJFEZMNlS6XTUoGLJCIbLlsqnZYKXCQRxVPhlsWQfylg0dtbFusDTEmLNs9CMbNngPHACXcfHIx1B1YC/YBDwFR3/zh1MUWyWPFUFbZkRCx74MuAm1qMzQY2uvsAYGOwLCIiadRmgbv7n4CPWgxPBJYH95cDk5IbS0RE2tLeY+C93P1ocP8Y0Ot8K5rZDDMrM7Oyqqqqdm5ORERaSvhDTI/OyXbeedncfYm7R9w9UlhYmOjmREQk0N4CP25mvQGC2xPJiyQiIrFob4GvB6YH96cD65ITR0REYtVmgZvZ74EtwEAzqzCz+4AFwFgz2w/cECyLiEgatXkeuLv/4DwPjUlyFhERiYO+iSkiElIqcBGRkFKBi4iElApcRCSkVOAiIiGlAhcRCSkVuIhISKnARURCSgUuIhJSKnARkZBSgYuIhFSb10IRkXBYu6OSha/u40hNHX0K8nhk3EAmlfTttDk6AxW4SAewdkclc9a8S139aQAqa+qYs+ZdgLSWZ7bk6CxU4BK3bNnDUo6zFr66r7E0G9TVn2bhq/vSmiVbckB2/F5SnUEFLnHJlj0s5WjuSE1dXOMdPUc2/F7SkUEfYkpcvmwPSzkyl6NPQV5c4x09Rzb8XtKRIaECN7ObzGyfmX1gZrOTFaqptTsqGblgE/1n/xcjF2xi7Y7KVGxGOWKULXtYytHcI+MGkpfTpdlYXk4XHhk3sFPmyIbfSzoytLvAzawL8H+BvweuAH5gZlckKxic/ROksqYO5+yfIOkuLeU4K1v2sJSjuUklffm3266kb0EeBvQtyOPfbrsy7cd8syVHNvxe0pEhkT3wYcAH7n7Q3b8AngMmJidWVDb8GaQczWXLHpZynGtSSV/enD2avyy4mTdnj87YWR/ZkCMbfi/pyJDIh5h9gcNNliuAa1uuZGYzgBkAl112WVwbyIY/g5SjuYZ/jJn+dF855Mtkw+8lHRlSfhaKuy8BlgBEIhGP57l9CvKobKWcMvFnsnKcNamkb1YUlHLIl8mG30uqMyRyCKUSuLTJclEwljTZ8GeQcohItkpkD/xtYICZ9Sda3HcAdyYlVSAb/gxSDhHJVuYe11GN5k82+x7wK6AL8Iy7/58vWz8SiXhZWVm7tyci0hmZ2XZ3j7QcT+gYuLv/N/DfibyGiIi0j76JKSISUipwEZGQUoGLiISUClxEJKQSOgsl7o2ZVQEftvPpPYH/SWKcsNP7cZbei+b0fjTXEd6Pr7l7YcvBtBZ4IsysrLXTaDorvR9n6b1oTu9Hcx35/dAhFBGRkFKBi4iEVJgKfEmmA2QZvR9n6b1oTu9Hcx32/QjNMXAREWkuTHvgIiLShApcRCSkQlHg6Zg8OQzM7FIze93M9pjZbjN7ONOZsoGZdTGzHWb2UqazZJqZFZhZqZm9b2Z7zWxEpjNlipn9Y/Dv5D0z+72Z5WY6U7JlfYGnY/LkEDkF/JO7XwEMB/6hE78XTT0M7M10iCzxJPCKu38LuIpO+r6YWV9gJhBx98FEL3l9R2ZTJV/WFzhpmDw5LNz9qLu/E9z/lOg/zk49m4OZFQE3A09lOkummVk+cB3wNIC7f+HuNRkNlVldgTwz6wpcABzJcJ6kC0OBtzZ5cqcuLQAz6weUAFszHCXTfgX8M3AmwzmyQX+gClgaHFJ6yswuzHSoTHD3SmAR8FfgKFDr7hsymyr5wlDg0oKZXQQ8D8xy908ynSdTzGw8cMLdt2c6S5boCgwF/sPdS4DPgU75mZGZXUL0L/X+QB/gQjObltlUyReGAk/55MlhYmY5RMt7hbuvyXSeDBsJTDCzQ0QPrY02s/+X2UgZVQFUuHvDX2WlRAu9M7oB+Iu7V7l7PbAG+HaGMyVdGAq8cfJkM+tG9IOI9RnOlBFmZkSPb+5193/PdJ5Mc/c57l7k7v2I/n+xyd073F5WrNz9GHDYzAYGQ2OAPRmMlEl/BYab2QXBv5sxdMAPdBOaEzMd3P2UmT0IvMrZyZN3ZzhWpowE7gbeNbOdwdi/BnOTigA8BKwIdnYOAvdkOE9GuPtWMysF3iF69tYOOuBX6vVVehGRkArDIRQREWmFClxEJKRU4CIiIaUCFxEJKRW4iEhIqcBFREJKBS4iElL/H3Ja+380VGngAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.088\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -191,101 +148,7 @@
    "cell_type": "code",
    "execution_count": 5,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.267\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.207\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.399\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "author_name=\"Brian H Smith\"\n",
     "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
@@ -315,39 +178,7 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.264\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "author_name=\"Thomas Close\"\n",
     "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
@@ -360,39 +191,7 @@
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 1.000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "author_name=\"Rebecca Featherston\"\n",
     "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
@@ -402,41 +201,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.284\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "author_name=\"Paul Nicholas\"\n",
     "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
@@ -451,35 +218,15 @@
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pearsons correlation: 0.210\n"
+     "ename": "ValueError",
+     "evalue": "too many values to unpack (expected 2)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-9-0bd55a6823f7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mauthor_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Sayali Phatak\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0;34m(\u001b[0m\u001b[0mauthor_numCitedBy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mauthor_standard\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdo_science\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mauthor_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0mmulti_author_frame\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmulti_author_frame\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mValueError\u001b[0m: too many values to unpack (expected 2)"
      ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -487,16 +234,24 @@
     "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
     "multi_author_frame = pd.concat([multi_author_frame,df])\n",
     "\n",
-    "listed.append((author_numCitedBy,author_standard))\n",
+    "listed.append((author_numCitedBy,author_standard))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "author_name=\"Sayali Phatak\"\n",
     "\n",
-    "(author_numCitedBy,author_standard) = do_science(author_name)\n",
+    "(author_numCitedBy,author_standard,df) = do_science(author_name)\n",
     "multi_author_frame = pd.concat([multi_author_frame,df])\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -682,123 +437,123 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>10</th>\n",
        "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>1</td>\n",
+       "      <td>[Chemistry]</td>\n",
+       "      <td>2</td>\n",
        "      <td>True</td>\n",
-       "      <td>Forecasting cycles of seizure likelihood</td>\n",
+       "      <td>Compound Identification and In Vitro Cytotoxic...</td>\n",
        "      <td>True</td>\n",
        "      <td>[]</td>\n",
-       "      <td>44.000000</td>\n",
-       "      <td>82.988333</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>seizure unpredictability is rated as one of th...</td>\n",
-       "      <td>93</td>\n",
-       "      <td>[seizure, unpredictability, is, rated, as, one...</td>\n",
-       "      <td>0.752688</td>\n",
-       "      <td>70</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>46.11</td>\n",
+       "      <td>63.590556</td>\n",
+       "      <td>63.590556</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td></td>\n",
+       "      <td>208</td>\n",
+       "      <td>[carica, papaya, leaves, are, used, as, a, rem...</td>\n",
+       "      <td>0.629808</td>\n",
+       "      <td>131</td>\n",
+       "      <td>0.055833</td>\n",
+       "      <td>0.451111</td>\n",
+       "      <td>0.055833</td>\n",
+       "      <td>0.451111</td>\n",
+       "      <td>92.71</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Computer Science]</td>\n",
+       "      <th>11</th>\n",
        "      <td>0</td>\n",
+       "      <td>[Biology]</td>\n",
+       "      <td>4</td>\n",
        "      <td>True</td>\n",
-       "      <td>A Convolutional Neural Network Model for Decod...</td>\n",
+       "      <td>Assessing potential for integrating sea grape ...</td>\n",
        "      <td>True</td>\n",
        "      <td>[]</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>60.726000</td>\n",
-       "      <td>16.0</td>\n",
+       "      <td>79.051364</td>\n",
+       "      <td>79.051364</td>\n",
+       "      <td>13.0</td>\n",
        "      <td></td>\n",
-       "      <td>137</td>\n",
-       "      <td>[brain, computer, interfaces, can, help, indiv...</td>\n",
-       "      <td>0.656934</td>\n",
-       "      <td>90</td>\n",
-       "      <td>-0.014177</td>\n",
-       "      <td>0.357684</td>\n",
-       "      <td>0.014177</td>\n",
-       "      <td>0.357684</td>\n",
-       "      <td>62.10</td>\n",
+       "      <td>199</td>\n",
+       "      <td>[this, study, assessed, integration, of, sea, ...</td>\n",
+       "      <td>0.582915</td>\n",
+       "      <td>116</td>\n",
+       "      <td>0.041947</td>\n",
+       "      <td>0.569911</td>\n",
+       "      <td>0.041947</td>\n",
+       "      <td>0.569911</td>\n",
+       "      <td>87.29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>12</th>\n",
        "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>2</td>\n",
+       "      <td>[Business, Medicine]</td>\n",
+       "      <td>3</td>\n",
        "      <td>True</td>\n",
-       "      <td>Analysis of the capacitance of minimally insul...</td>\n",
+       "      <td>Supporting Women’s Participation in Developing...</td>\n",
        "      <td>True</td>\n",
        "      <td>[]</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>68.665556</td>\n",
+       "      <td>68.135500</td>\n",
+       "      <td>68.135500</td>\n",
        "      <td>46.0</td>\n",
        "      <td></td>\n",
-       "      <td>199</td>\n",
-       "      <td>[state, of, the, art, bioelectronic, implants,...</td>\n",
-       "      <td>0.567839</td>\n",
-       "      <td>113</td>\n",
-       "      <td>0.020196</td>\n",
-       "      <td>0.378824</td>\n",
-       "      <td>0.020196</td>\n",
-       "      <td>0.378824</td>\n",
-       "      <td>87.24</td>\n",
+       "      <td>230</td>\n",
+       "      <td>[seaweeds, are, a, source, of, food, throughou...</td>\n",
+       "      <td>0.552174</td>\n",
+       "      <td>127</td>\n",
+       "      <td>0.097775</td>\n",
+       "      <td>0.462671</td>\n",
+       "      <td>0.097775</td>\n",
+       "      <td>0.462671</td>\n",
+       "      <td>98.78</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>13</th>\n",
        "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>9</td>\n",
+       "      <td>[Business, Medicine]</td>\n",
+       "      <td>3</td>\n",
        "      <td>True</td>\n",
-       "      <td>Quantifying epileptogenesis in rats with spont...</td>\n",
+       "      <td>Supporting Women’s Participation in Developing...</td>\n",
        "      <td>True</td>\n",
        "      <td>[]</td>\n",
-       "      <td>75.037500</td>\n",
-       "      <td>75.037500</td>\n",
-       "      <td>13.0</td>\n",
+       "      <td>68.135500</td>\n",
+       "      <td>68.135500</td>\n",
+       "      <td>46.0</td>\n",
        "      <td></td>\n",
-       "      <td>182</td>\n",
-       "      <td>[there, is, a, crucial, need, to, identify, bi...</td>\n",
-       "      <td>0.582418</td>\n",
-       "      <td>106</td>\n",
-       "      <td>0.021930</td>\n",
-       "      <td>0.184211</td>\n",
-       "      <td>0.021930</td>\n",
-       "      <td>0.184211</td>\n",
-       "      <td>79.76</td>\n",
+       "      <td>230</td>\n",
+       "      <td>[seaweeds, are, a, source, of, food, throughou...</td>\n",
+       "      <td>0.552174</td>\n",
+       "      <td>127</td>\n",
+       "      <td>0.097775</td>\n",
+       "      <td>0.462671</td>\n",
+       "      <td>0.097775</td>\n",
+       "      <td>0.462671</td>\n",
+       "      <td>98.78</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>14</th>\n",
        "      <td>0</td>\n",
        "      <td>[Computer Science, Medicine]</td>\n",
        "      <td>6</td>\n",
        "      <td>True</td>\n",
-       "      <td>Ensembling crowdsourced seizure prediction alg...</td>\n",
+       "      <td>Do sounds near the hand facilitate tactile rea...</td>\n",
        "      <td>True</td>\n",
        "      <td>[]</td>\n",
-       "      <td>53.891667</td>\n",
-       "      <td>53.891667</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td></td>\n",
-       "      <td>158</td>\n",
-       "      <td>[seizure, prediction, is, feasible, but, great...</td>\n",
-       "      <td>0.645570</td>\n",
-       "      <td>102</td>\n",
-       "      <td>0.082275</td>\n",
-       "      <td>0.415939</td>\n",
-       "      <td>0.082275</td>\n",
-       "      <td>0.415939</td>\n",
-       "      <td>71.47</td>\n",
+       "      <td>61.335000</td>\n",
+       "      <td>61.335000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>the brain represents the space immediately sur...</td>\n",
+       "      <td>260</td>\n",
+       "      <td>[the, brain, represents, the, space, immediate...</td>\n",
+       "      <td>0.603846</td>\n",
+       "      <td>157</td>\n",
+       "      <td>0.157895</td>\n",
+       "      <td>0.448684</td>\n",
+       "      <td>0.157895</td>\n",
+       "      <td>0.448684</td>\n",
+       "      <td>111.91</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>96 rows × 20 columns</p>\n",
+       "<p>100 rows × 20 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -809,11 +564,11 @@
        "3                  0                    [Medicine]           1      True   \n",
        "4                  0                    [Medicine]           1      True   \n",
        "..               ...                           ...         ...       ...   \n",
-       "13                 0                    [Medicine]           1      True   \n",
-       "14                 0            [Computer Science]           0      True   \n",
-       "15                 0                    [Medicine]           2      True   \n",
-       "16                 0                    [Medicine]           9      True   \n",
-       "17                 0  [Computer Science, Medicine]           6      True   \n",
+       "10                 0                   [Chemistry]           2      True   \n",
+       "11                 0                     [Biology]           4      True   \n",
+       "12                 0          [Business, Medicine]           3      True   \n",
+       "13                 0          [Business, Medicine]           3      True   \n",
+       "14                 0  [Computer Science, Medicine]           6      True   \n",
        "\n",
        "                                                 link  science big_words  \\\n",
        "0   In vivo assessment of neurodegeneration in Spi...     True        []   \n",
@@ -822,11 +577,11 @@
        "3   Electrophysiological Evidence for Functional (...     True        []   \n",
        "4   Electrophysiological Evidence for Functional (...     True        []   \n",
        "..                                                ...      ...       ...   \n",
-       "13           Forecasting cycles of seizure likelihood     True        []   \n",
-       "14  A Convolutional Neural Network Model for Decod...     True        []   \n",
-       "15  Analysis of the capacitance of minimally insul...     True        []   \n",
-       "16  Quantifying epileptogenesis in rats with spont...     True        []   \n",
-       "17  Ensembling crowdsourced seizure prediction alg...     True        []   \n",
+       "10  Compound Identification and In Vitro Cytotoxic...     True        []   \n",
+       "11  Assessing potential for integrating sea grape ...     True        []   \n",
+       "12  Supporting Women’s Participation in Developing...     True        []   \n",
+       "13  Supporting Women’s Participation in Developing...     True        []   \n",
+       "14  Do sounds near the hand facilitate tactile rea...     True        []   \n",
        "\n",
        "     standard  fre_unbiased  standard_unbiased  \\\n",
        "0   30.000000     88.740000               23.0   \n",
@@ -835,11 +590,11 @@
        "3   36.636667     36.636667               47.0   \n",
        "4   36.636667     36.636667               47.0   \n",
        "..        ...           ...                ...   \n",
-       "13  44.000000     82.988333                0.0   \n",
-       "14  16.000000     60.726000               16.0   \n",
-       "15  19.000000     68.665556               46.0   \n",
-       "16  75.037500     75.037500               13.0   \n",
-       "17  53.891667     53.891667               56.0   \n",
+       "10  63.590556     63.590556               57.0   \n",
+       "11  79.051364     79.051364               13.0   \n",
+       "12  68.135500     68.135500               46.0   \n",
+       "13  68.135500     68.135500               46.0   \n",
+       "14  61.335000     61.335000                0.0   \n",
        "\n",
        "                                         hard_snippet  wcount  \\\n",
        "0                                                          43   \n",
@@ -848,11 +603,11 @@
        "3                                                         102   \n",
        "4                                                         102   \n",
        "..                                                ...     ...   \n",
-       "13  seizure unpredictability is rated as one of th...      93   \n",
-       "14                                                        137   \n",
-       "15                                                        199   \n",
-       "16                                                        182   \n",
-       "17                                                        158   \n",
+       "10                                                        208   \n",
+       "11                                                        199   \n",
+       "12                                                        230   \n",
+       "13                                                        230   \n",
+       "14  the brain represents the space immediately sur...     260   \n",
        "\n",
        "                                               tokens  uniqueness  \\\n",
        "0   [highlights, dti, study, reveals, brain, wide,...    0.906977   \n",
@@ -861,11 +616,11 @@
        "3   [background, there, is, little, published, wor...    0.696078   \n",
        "4   [background, there, is, little, published, wor...    0.696078   \n",
        "..                                                ...         ...   \n",
-       "13  [seizure, unpredictability, is, rated, as, one...    0.752688   \n",
-       "14  [brain, computer, interfaces, can, help, indiv...    0.656934   \n",
-       "15  [state, of, the, art, bioelectronic, implants,...    0.567839   \n",
-       "16  [there, is, a, crucial, need, to, identify, bi...    0.582418   \n",
-       "17  [seizure, prediction, is, feasible, but, great...    0.645570   \n",
+       "10  [carica, papaya, leaves, are, used, as, a, rem...    0.629808   \n",
+       "11  [this, study, assessed, integration, of, sea, ...    0.582915   \n",
+       "12  [seaweeds, are, a, source, of, food, throughou...    0.552174   \n",
+       "13  [seaweeds, are, a, source, of, food, throughou...    0.552174   \n",
+       "14  [the, brain, represents, the, space, immediate...    0.603846   \n",
        "\n",
        "    unique_words        sp        ss   sp_norm   ss_norm      gf  \n",
        "0             39  0.100000  0.400000  0.100000  0.400000   24.76  \n",
@@ -874,16 +629,16 @@
        "3             71  0.101562  0.328125  0.101562  0.328125   47.47  \n",
        "4             71  0.101562  0.328125  0.101562  0.328125   47.47  \n",
        "..           ...       ...       ...       ...       ...     ...  \n",
-       "13            70  0.250000  0.750000  0.250000  0.750000   46.11  \n",
-       "14            90 -0.014177  0.357684  0.014177  0.357684   62.10  \n",
-       "15           113  0.020196  0.378824  0.020196  0.378824   87.24  \n",
-       "16           106  0.021930  0.184211  0.021930  0.184211   79.76  \n",
-       "17           102  0.082275  0.415939  0.082275  0.415939   71.47  \n",
+       "10           131  0.055833  0.451111  0.055833  0.451111   92.71  \n",
+       "11           116  0.041947  0.569911  0.041947  0.569911   87.29  \n",
+       "12           127  0.097775  0.462671  0.097775  0.462671   98.78  \n",
+       "13           127  0.097775  0.462671  0.097775  0.462671   98.78  \n",
+       "14           157  0.157895  0.448684  0.157895  0.448684  111.91  \n",
        "\n",
-       "[96 rows x 20 columns]"
+       "[100 rows x 20 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -894,22 +649,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25b349910>"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb504ebd0>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -921,28 +676,27 @@
     }
    ],
    "source": [
-    "import seaborn as sns\n",
     "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"standard_unbiased\",kind=\"reg\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25c2b6990>"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb25c0550>"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -954,7 +708,6 @@
     }
    ],
    "source": [
-    "import seaborn as sns\n",
     "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"standard\",kind=\"reg\")"
    ]
   },
@@ -967,22 +720,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2021-06-11 11:39:45.344 INFO    numexpr.utils: NumExpr defaulting to 4 threads.\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25d768dd0>"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb2e0eb10>"
       ]
      },
-     "execution_count": 43,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -1001,66 +761,643 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0     [highlights, dti, study, reveals, brain, wide,...\n",
-       "1     [highlights, dti, study, reveals, brain, wide,...\n",
-       "2     [magnetic, resonance, guided, focused, ultraso...\n",
-       "5     [highlights, back, averaging, is, a, useful, t...\n",
-       "8     [highlights, the, electrophysiological, charac...\n",
-       "9     [colton, smith, essay, provides, an, informati...\n",
-       "6     [heat, stress, elicits, the, expression, of, h...\n",
-       "3     [the, dilute, nitride, gaasn, has, been, grown...\n",
-       "7     [robotic, printing, applications, are, rapidly...\n",
-       "4     [objective, to, determine, the, utility, of, h...\n",
-       "13    [seizure, unpredictability, is, rated, as, one...\n",
-       "Name: tokens, dtype: object"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb32c5910>"
       ]
      },
-     "execution_count": 46,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
     "hard = multi_author_frame[multi_author_frame[\"fre_unbiased\"]>=80]\n",
-    "hard[\"tokens\"]\n",
-    "#sns.jointplot(data = subset,y=\"numCitedBy\",x=\"fre_unbiased\",kind=\"reg\")"
+    "sns.jointplot(data = hard,y=\"numCitedBy\",x=\"fre_unbiased\",kind=\"reg\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "([('in', 1.0),\n",
+       "  ('heat', 0.9375),\n",
+       "  ('hsps', 0.875),\n",
+       "  ('stresses', 0.8125),\n",
+       "  ('environment', 0.8125),\n",
+       "  ('and', 0.8125),\n",
+       "  ('and', 0.8125),\n",
+       "  ('.', 0.8125),\n",
+       "  ('proteins', 0.75),\n",
+       "  ('and', 0.75),\n",
+       "  ('was', 0.75),\n",
+       "  ('.', 0.75),\n",
+       "  ('heat', 0.75),\n",
+       "  ('bee', 0.75),\n",
+       "  ('elicits', 0.6875),\n",
+       "  ('heat', 0.6875),\n",
+       "  ('heat', 0.6875),\n",
+       "  ('in', 0.6875),\n",
+       "  ('hsps', 0.6875),\n",
+       "  ('jemenitica', 0.6875),\n",
+       "  (')', 0.6875),\n",
+       "  ('mellifera', 0.6875),\n",
+       "  ('tested', 0.6875),\n",
+       "  ('to', 0.6875),\n",
+       "  ('the', 0.6875),\n",
+       "  ('in', 0.6875),\n",
+       "  ('(', 0.625),\n",
+       "  ('in', 0.625),\n",
+       "  ('protecting', 0.625),\n",
+       "  ('honey', 0.625),\n",
+       "  ('.', 0.625),\n",
+       "  ('conserved', 0.625),\n",
+       "  ('of', 0.625),\n",
+       "  ('mellifera', 0.625),\n",
+       "  (')', 0.625),\n",
+       "  ('honey', 0.625),\n",
+       "  ('treatment', 0.625),\n",
+       "  ('page', 0.625),\n",
+       "  ('equally', 0.625),\n",
+       "  ('the', 0.625),\n",
+       "  ('after', 0.625),\n",
+       "  ('was', 0.625),\n",
+       "  ('one', 0.625),\n",
+       "  ('hsp', 0.625),\n",
+       "  ('in', 0.625),\n",
+       "  ('the', 0.625),\n",
+       "  ('exotic', 0.625),\n",
+       "  ('honey', 0.5625),\n",
+       "  ('significant', 0.5625),\n",
+       "  ('stress', 0.5625),\n",
+       "  ('elicits', 0.5625),\n",
+       "  ('the', 0.5625),\n",
+       "  ('shock', 0.5625),\n",
+       "  ('cells', 0.5625),\n",
+       "  ('thermal', 0.5625),\n",
+       "  ('induced', 0.5625),\n",
+       "  ('regions', 0.5625),\n",
+       "  ('in', 0.5625),\n",
+       "  ('nurses', 0.5625),\n",
+       "  ('imported', 0.5625),\n",
+       "  ('carnica', 0.5625),\n",
+       "  ('using', 0.5625),\n",
+       "  ('forager', 0.5625),\n",
+       "  ('was', 0.5625),\n",
+       "  ('°', 0.5625),\n",
+       "  ('jemenitica', 0.5625),\n",
+       "  ('the', 0.5625),\n",
+       "  ('of', 0.5625),\n",
+       "  ('and', 0.5625),\n",
+       "  ('more', 0.5625),\n",
+       "  ('further', 0.5625),\n",
+       "  ('hsps', 0.5),\n",
+       "  ('these', 0.5),\n",
+       "  ('have', 0.5),\n",
+       "  ('cells', 0.5),\n",
+       "  ('thermal', 0.5),\n",
+       "  ('these', 0.5),\n",
+       "  ('protecting', 0.5),\n",
+       "  ('in', 0.5),\n",
+       "  ('the', 0.5),\n",
+       "  ('compared', 0.5),\n",
+       "  ('sds', 0.5),\n",
+       "  ('nurses', 0.5),\n",
+       "  ('all', 0.5),\n",
+       "  ('differential', 0.5),\n",
+       "  (',', 0.5),\n",
+       "  ('and', 0.5),\n",
+       "  ('.', 0.5),\n",
+       "  ('.', 0.5),\n",
+       "  ('expressed', 0.5),\n",
+       "  ('bees', 0.5),\n",
+       "  ('any', 0.5),\n",
+       "  ('these', 0.5),\n",
+       "  ('foragers', 0.5),\n",
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+       " <Figure size 432x288 with 1 Axes>)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "subset = multi_author_frame[multi_author_frame[\"sp\"]<=0.15]\n"
+    "\n",
+    "\n",
+    "gs=[]\n",
+    "for tok in hard[\"hard_snippet\"]:\n",
+    "    gs.append(tok)\n",
+    "gs\n",
+    "\n",
+    "gs2= create_giant_strings(gs,not_want_list)\n",
+    "art_cloud_wl(gs2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25b26d190>"
+       "(<wordcloud.wordcloud.WordCloud at 0x7f3cb4acd110>,\n",
+       " <Figure size 432x288 with 1 Axes>,\n",
+       " <module 'matplotlib.pyplot' from '/home/user/anaconda3/lib/python3.7/site-packages/matplotlib/pyplot.py'>)"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1070,29 +1407,1247 @@
     }
    ],
    "source": [
-    "sns.jointplot(data = subset,y=\"numCitedBy\",x=\"sp\",kind=\"reg\")"
+    "art_cloud(gs2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/user/anaconda3/lib/python3.7/site-packages/streamlit/elements/pyplot.py:132: MatplotlibDeprecationWarning:\n",
+      "\n",
+      "savefig() got unexpected keyword argument \"use_column_width\" which is no longer supported as of 3.3 and will become an error two minor releases later\n",
+      "\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25bd35e10>"
+       "([('ventroposteriorlateral', 1.0),\n",
+       "  ('ventroposteriomedial', 0.9090909090909091),\n",
+       "  ('electrophysiological', 0.9090909090909091),\n",
+       "  ('photoluminescence', 0.7727272727272727),\n",
+       "  ('ultrasoundinduced', 0.7727272727272727),\n",
+       "  ('unpredictability', 0.7272727272727273),\n",
+       "  ('characterization', 0.7272727272727273),\n",
+       "  ('microstructural', 0.6818181818181818),\n",
+       "  ('retrospectively', 0.6818181818181818),\n",
+       "  ('investigations', 0.6363636363636364),\n",
+       "  ('accelerometers', 0.6363636363636364),\n",
+       "  ('contextualizes', 0.6363636363636364),\n",
+       "  ('visualization', 0.5909090909090909),\n",
+       "  ('customization', 0.5909090909090909),\n",
+       "  ('environmental', 0.5909090909090909),\n",
+       "  ('ventrolateral', 0.5909090909090909),\n",
+       "  ('abnormalities', 0.5909090909090909),\n",
+       "  ('generalizable', 0.5909090909090909),\n",
+       "  ('opportunities', 0.5909090909090909),\n",
+       "  ('rearrangement', 0.5909090909090909),\n",
+       "  ('physiological', 0.5909090909090909),\n",
+       "  ('introduction', 0.5454545454545454),\n",
+       "  ('tractography', 0.5454545454545454),\n",
+       "  ('deformations', 0.5454545454545454),\n",
+       "  ('personalized', 0.5454545454545454),\n",
+       "  ('localization', 0.5454545454545454),\n",
+       "  ('transduction', 0.5454545454545454),\n",
+       "  ('temperatures', 0.5454545454545454),\n",
+       "  ('demonstrated', 0.5454545454545454),\n",
+       "  ('transcranial', 0.5454545454545454),\n",
+       "  ('applications', 0.5454545454545454),\n",
+       "  ('parkinsonism', 0.5454545454545454),\n",
+       "  ('architecture', 0.5454545454545454),\n",
+       "  ('adaptability', 0.5454545454545454),\n",
+       "  ('differential', 0.5454545454545454),\n",
+       "  ('fluctuations', 0.5454545454545454),\n",
+       "  ('development', 0.5),\n",
+       "  ('performance', 0.5),\n",
+       "  ('potentially', 0.5),\n",
+       "  ('maladaptive', 0.5),\n",
+       "  ('importantly', 0.5),\n",
+       "  ('limitations', 0.5),\n",
+       "  ('significant', 0.5),\n",
+       "  ('sustainable', 0.5),\n",
+       "  ('individuals', 0.5),\n",
+       "  ('experienced', 0.5),\n",
+       "  ('stimulation', 0.5),\n",
+       "  ('projections', 0.5),\n",
+       "  ('idiographic', 0.5),\n",
+       "  ('differences', 0.5),\n",
+       "  ('environment', 0.5),\n",
+       "  ('methodology', 0.5),\n",
+       "  ('challenging', 0.5),\n",
+       "  ('sensitivity', 0.5),\n",
+       "  ('temperature', 0.5),\n",
+       "  ('unaccounted', 0.5),\n",
+       "  ('extremities', 0.5),\n",
+       "  ('compartment', 0.5),\n",
+       "  ('integration', 0.5),\n",
+       "  ('arbitrarily', 0.5),\n",
+       "  ('mediodorsal', 0.5),\n",
+       "  ('informative', 0.5),\n",
+       "  ('subtropical', 0.5),\n",
+       "  ('institution', 0.5),\n",
+       "  ('thalamotomy', 0.5),\n",
+       "  ('combination', 0.5),\n",
+       "  ('illustrated', 0.5),\n",
+       "  ('potentials', 0.45454545454545453),\n",
+       "  ('technology', 0.45454545454545453),\n",
+       "  ('resolution', 0.45454545454545453),\n",
+       "  ('subspecies', 0.45454545454545453),\n",
+       "  ('modalities', 0.45454545454545453),\n",
+       "  ('disruption', 0.45454545454545453),\n",
+       "  ('developing', 0.45454545454545453),\n",
+       "  ('conditions', 0.45454545454545453),\n",
+       "  ('electronic', 0.45454545454545453),\n",
+       "  ('identifies', 0.45454545454545453),\n",
+       "  ('integrated', 0.45454545454545453),\n",
+       "  ('indigenous', 0.45454545454545453),\n",
+       "  ('highlights', 0.45454545454545453),\n",
+       "  ('documented', 0.45454545454545453),\n",
+       "  ('expression', 0.45454545454545453),\n",
+       "  ('previously', 0.45454545454545453),\n",
+       "  ('consultant', 0.45454545454545453),\n",
+       "  ('calculates', 0.45454545454545453),\n",
+       "  ('approaches', 0.45454545454545453),\n",
+       "  ('prediction', 0.45454545454545453),\n",
+       "  ('likelihood', 0.45454545454545453),\n",
+       "  ('determines', 0.45454545454545453),\n",
+       "  ('experiment', 0.45454545454545453),\n",
+       "  ('ultrasound', 0.45454545454545453),\n",
+       "  ('resistance', 0.45454545454545453),\n",
+       "  ('responding', 0.45454545454545453),\n",
+       "  ('neurologic', 0.45454545454545453),\n",
+       "  ('clinically', 0.45454545454545453),\n",
+       "  ('cerebellum', 0.45454545454545453),\n",
+       "  ('considered', 0.45454545454545453),\n",
+       "  ('influenced', 0.45454545454545453),\n",
+       "  ('protecting', 0.45454545454545453),\n",
+       "  ('understood', 0.45454545454545453),\n",
+       "  ('treatments', 0.45454545454545453),\n",
+       "  ('background', 0.45454545454545453),\n",
+       "  ('jemenitica', 0.45454545454545453),\n",
+       "  ('functional', 0.45454545454545453),\n",
+       "  ('conclusion', 0.45454545454545453),\n",
+       "  ('relatively', 0.45454545454545453),\n",
+       "  ('refractory', 0.45454545454545453),\n",
+       "  ('artificial', 0.45454545454545453),\n",
+       "  ('neutralize', 0.45454545454545453),\n",
+       "  ('calculated', 0.45454545454545453),\n",
+       "  ('understand', 0.45454545454545453),\n",
+       "  ('management', 0.45454545454545453),\n",
+       "  ('substrates', 0.45454545454545453),\n",
+       "  ('individual', 0.45454545454545453),\n",
+       "  ('unilateral', 0.45454545454545453),\n",
+       "  ('geometries', 0.45454545454545453),\n",
+       "  ('deviation', 0.4090909090909091),\n",
+       "  ('conserved', 0.4090909090909091),\n",
+       "  ('resonance', 0.4090909090909091),\n",
+       "  ('bilateral', 0.4090909090909091),\n",
+       "  ('increased', 0.4090909090909091),\n",
+       "  ('secondary', 0.4090909090909091),\n",
+       "  ('knowledge', 0.4090909090909091),\n",
+       "  ('addresses', 0.4090909090909091),\n",
+       "  ('advantage', 0.4090909090909091),\n",
+       "  ('disorders', 0.4090909090909091),\n",
+       "  ('lesioning', 0.4090909090909091),\n",
+       "  ('technique', 0.4090909090909091),\n",
+       "  ('forecasts', 0.4090909090909091),\n",
+       "  ('correlate', 0.4090909090909091),\n",
+       "  ('revealing', 0.4090909090909091),\n",
+       "  ('exhibited', 0.4090909090909091),\n",
+       "  ('indicates', 0.4090909090909091),\n",
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+       "  ('a', 0.045454545454545456)],\n",
+       " <Figure size 432x288 with 1 Axes>)"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1102,36 +2657,38 @@
     }
    ],
    "source": [
-    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"sp\",kind=\"reg\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Articles with too much positive sentiment were cited less often"
+    "gs=[]\n",
+    "for tok in hard[\"tokens\"]:\n",
+    "    gs.extend(tok)\n",
+    "gs\n",
+    "\n",
+    "gs2= create_giant_strings(gs,not_want_list)\n",
+    "art_cloud_wl(gs2)\n",
+    "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25b49d110>"
+       "(<wordcloud.wordcloud.WordCloud at 0x7f3cb4225d90>,\n",
+       " <Figure size 432x288 with 1 Axes>,\n",
+       " <module 'matplotlib.pyplot' from '/home/user/anaconda3/lib/python3.7/site-packages/matplotlib/pyplot.py'>)"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x432 with 3 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -1141,34 +2698,36 @@
     }
    ],
    "source": [
-    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"unique_words\",kind=\"reg\")"
+    "art_cloud(gs2)\n"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 18,
    "metadata": {},
+   "outputs": [],
    "source": [
-    "Articles with more unique words were cited more often"
+    "subset = multi_author_frame[multi_author_frame[\"sp\"]<=0.15]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.JointGrid at 0x7fa25cbf1810>"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb35e3f50>"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x432 with 3 Axes>"
       ]
@@ -1180,492 +2739,107 @@
     }
    ],
    "source": [
-    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"ss_norm\",kind=\"reg\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Articles with more sentiment subjectivity were cited slightly more often (not statistically significant)."
+    "sns.jointplot(data = subset,y=\"numCitedBy\",x=\"sp\",kind=\"reg\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 20,
    "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>citationVelocity</th>\n",
-       "      <th>fieldsOfStudy</th>\n",
-       "      <th>numCitedBy</th>\n",
-       "      <th>semantic</th>\n",
-       "      <th>link</th>\n",
-       "      <th>science</th>\n",
-       "      <th>big_words</th>\n",
-       "      <th>standard</th>\n",
-       "      <th>fre_unbiased</th>\n",
-       "      <th>standard_unbiased</th>\n",
-       "      <th>hard_snippet</th>\n",
-       "      <th>wcount</th>\n",
-       "      <th>tokens</th>\n",
-       "      <th>uniqueness</th>\n",
-       "      <th>unique_words</th>\n",
-       "      <th>sp</th>\n",
-       "      <th>ss</th>\n",
-       "      <th>sp_norm</th>\n",
-       "      <th>ss_norm</th>\n",
-       "      <th>gf</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>In vivo assessment of neurodegeneration in Spi...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>88.740000</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td></td>\n",
-       "      <td>43</td>\n",
-       "      <td>[highlights, dti, study, reveals, brain, wide,...</td>\n",
-       "      <td>0.906977</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>0.400000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>0.400000</td>\n",
-       "      <td>24.76</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>In vivo assessment of neurodegeneration in Spi...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>88.740000</td>\n",
-       "      <td>23.0</td>\n",
-       "      <td></td>\n",
-       "      <td>43</td>\n",
-       "      <td>[highlights, dti, study, reveals, brain, wide,...</td>\n",
-       "      <td>0.906977</td>\n",
-       "      <td>39</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>0.400000</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>0.400000</td>\n",
-       "      <td>24.76</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Thalamic Tremor Following Focused Ultrasound T...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>80.535417</td>\n",
-       "      <td>80.535417</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td></td>\n",
-       "      <td>479</td>\n",
-       "      <td>[magnetic, resonance, guided, focused, ultraso...</td>\n",
-       "      <td>0.463466</td>\n",
-       "      <td>222</td>\n",
-       "      <td>0.053717</td>\n",
-       "      <td>0.317509</td>\n",
-       "      <td>0.053717</td>\n",
-       "      <td>0.317509</td>\n",
-       "      <td>199.14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Electrophysiological Evidence for Functional (...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>36.636667</td>\n",
-       "      <td>36.636667</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td></td>\n",
-       "      <td>102</td>\n",
-       "      <td>[background, there, is, little, published, wor...</td>\n",
-       "      <td>0.696078</td>\n",
-       "      <td>71</td>\n",
-       "      <td>0.101562</td>\n",
-       "      <td>0.328125</td>\n",
-       "      <td>0.101562</td>\n",
-       "      <td>0.328125</td>\n",
-       "      <td>47.47</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Electrophysiological Evidence for Functional (...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>36.636667</td>\n",
-       "      <td>36.636667</td>\n",
-       "      <td>47.0</td>\n",
-       "      <td></td>\n",
-       "      <td>102</td>\n",
-       "      <td>[background, there, is, little, published, wor...</td>\n",
-       "      <td>0.696078</td>\n",
-       "      <td>71</td>\n",
-       "      <td>0.101562</td>\n",
-       "      <td>0.328125</td>\n",
-       "      <td>0.101562</td>\n",
-       "      <td>0.328125</td>\n",
-       "      <td>47.47</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>1</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Forecasting cycles of seizure likelihood</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>44.000000</td>\n",
-       "      <td>82.988333</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>seizure unpredictability is rated as one of th...</td>\n",
-       "      <td>93</td>\n",
-       "      <td>[seizure, unpredictability, is, rated, as, one...</td>\n",
-       "      <td>0.752688</td>\n",
-       "      <td>70</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>46.11</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Computer Science]</td>\n",
-       "      <td>0</td>\n",
-       "      <td>True</td>\n",
-       "      <td>A Convolutional Neural Network Model for Decod...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>16.000000</td>\n",
-       "      <td>60.726000</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td></td>\n",
-       "      <td>137</td>\n",
-       "      <td>[brain, computer, interfaces, can, help, indiv...</td>\n",
-       "      <td>0.656934</td>\n",
-       "      <td>90</td>\n",
-       "      <td>-0.014177</td>\n",
-       "      <td>0.357684</td>\n",
-       "      <td>0.014177</td>\n",
-       "      <td>0.357684</td>\n",
-       "      <td>62.10</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>2</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Analysis of the capacitance of minimally insul...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>68.665556</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td></td>\n",
-       "      <td>199</td>\n",
-       "      <td>[state, of, the, art, bioelectronic, implants,...</td>\n",
-       "      <td>0.567839</td>\n",
-       "      <td>113</td>\n",
-       "      <td>0.020196</td>\n",
-       "      <td>0.378824</td>\n",
-       "      <td>0.020196</td>\n",
-       "      <td>0.378824</td>\n",
-       "      <td>87.24</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Medicine]</td>\n",
-       "      <td>9</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Quantifying epileptogenesis in rats with spont...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>75.037500</td>\n",
-       "      <td>75.037500</td>\n",
-       "      <td>13.0</td>\n",
-       "      <td></td>\n",
-       "      <td>182</td>\n",
-       "      <td>[there, is, a, crucial, need, to, identify, bi...</td>\n",
-       "      <td>0.582418</td>\n",
-       "      <td>106</td>\n",
-       "      <td>0.021930</td>\n",
-       "      <td>0.184211</td>\n",
-       "      <td>0.021930</td>\n",
-       "      <td>0.184211</td>\n",
-       "      <td>79.76</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>0</td>\n",
-       "      <td>[Computer Science, Medicine]</td>\n",
-       "      <td>6</td>\n",
-       "      <td>True</td>\n",
-       "      <td>Ensembling crowdsourced seizure prediction alg...</td>\n",
-       "      <td>True</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>53.891667</td>\n",
-       "      <td>53.891667</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td></td>\n",
-       "      <td>158</td>\n",
-       "      <td>[seizure, prediction, is, feasible, but, great...</td>\n",
-       "      <td>0.645570</td>\n",
-       "      <td>102</td>\n",
-       "      <td>0.082275</td>\n",
-       "      <td>0.415939</td>\n",
-       "      <td>0.082275</td>\n",
-       "      <td>0.415939</td>\n",
-       "      <td>71.47</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>96 rows × 20 columns</p>\n",
-       "</div>"
-      ],
       "text/plain": [
-       "    citationVelocity                 fieldsOfStudy  numCitedBy  semantic  \\\n",
-       "0                  0                    [Medicine]           0      True   \n",
-       "1                  0                    [Medicine]           0      True   \n",
-       "2                  0                    [Medicine]           0      True   \n",
-       "3                  0                    [Medicine]           1      True   \n",
-       "4                  0                    [Medicine]           1      True   \n",
-       "..               ...                           ...         ...       ...   \n",
-       "13                 0                    [Medicine]           1      True   \n",
-       "14                 0            [Computer Science]           0      True   \n",
-       "15                 0                    [Medicine]           2      True   \n",
-       "16                 0                    [Medicine]           9      True   \n",
-       "17                 0  [Computer Science, Medicine]           6      True   \n",
-       "\n",
-       "                                                 link  science big_words  \\\n",
-       "0   In vivo assessment of neurodegeneration in Spi...     True        []   \n",
-       "1   In vivo assessment of neurodegeneration in Spi...     True        []   \n",
-       "2   Thalamic Tremor Following Focused Ultrasound T...     True        []   \n",
-       "3   Electrophysiological Evidence for Functional (...     True        []   \n",
-       "4   Electrophysiological Evidence for Functional (...     True        []   \n",
-       "..                                                ...      ...       ...   \n",
-       "13           Forecasting cycles of seizure likelihood     True        []   \n",
-       "14  A Convolutional Neural Network Model for Decod...     True        []   \n",
-       "15  Analysis of the capacitance of minimally insul...     True        []   \n",
-       "16  Quantifying epileptogenesis in rats with spont...     True        []   \n",
-       "17  Ensembling crowdsourced seizure prediction alg...     True        []   \n",
-       "\n",
-       "     standard  fre_unbiased  standard_unbiased  \\\n",
-       "0   30.000000     88.740000               23.0   \n",
-       "1   30.000000     88.740000               23.0   \n",
-       "2   80.535417     80.535417               15.0   \n",
-       "3   36.636667     36.636667               47.0   \n",
-       "4   36.636667     36.636667               47.0   \n",
-       "..        ...           ...                ...   \n",
-       "13  44.000000     82.988333                0.0   \n",
-       "14  16.000000     60.726000               16.0   \n",
-       "15  19.000000     68.665556               46.0   \n",
-       "16  75.037500     75.037500               13.0   \n",
-       "17  53.891667     53.891667               56.0   \n",
-       "\n",
-       "                                         hard_snippet  wcount  \\\n",
-       "0                                                          43   \n",
-       "1                                                          43   \n",
-       "2                                                         479   \n",
-       "3                                                         102   \n",
-       "4                                                         102   \n",
-       "..                                                ...     ...   \n",
-       "13  seizure unpredictability is rated as one of th...      93   \n",
-       "14                                                        137   \n",
-       "15                                                        199   \n",
-       "16                                                        182   \n",
-       "17                                                        158   \n",
-       "\n",
-       "                                               tokens  uniqueness  \\\n",
-       "0   [highlights, dti, study, reveals, brain, wide,...    0.906977   \n",
-       "1   [highlights, dti, study, reveals, brain, wide,...    0.906977   \n",
-       "2   [magnetic, resonance, guided, focused, ultraso...    0.463466   \n",
-       "3   [background, there, is, little, published, wor...    0.696078   \n",
-       "4   [background, there, is, little, published, wor...    0.696078   \n",
-       "..                                                ...         ...   \n",
-       "13  [seizure, unpredictability, is, rated, as, one...    0.752688   \n",
-       "14  [brain, computer, interfaces, can, help, indiv...    0.656934   \n",
-       "15  [state, of, the, art, bioelectronic, implants,...    0.567839   \n",
-       "16  [there, is, a, crucial, need, to, identify, bi...    0.582418   \n",
-       "17  [seizure, prediction, is, feasible, but, great...    0.645570   \n",
-       "\n",
-       "    unique_words        sp        ss   sp_norm   ss_norm      gf  \n",
-       "0             39  0.100000  0.400000  0.100000  0.400000   24.76  \n",
-       "1             39  0.100000  0.400000  0.100000  0.400000   24.76  \n",
-       "2            222  0.053717  0.317509  0.053717  0.317509  199.14  \n",
-       "3             71  0.101562  0.328125  0.101562  0.328125   47.47  \n",
-       "4             71  0.101562  0.328125  0.101562  0.328125   47.47  \n",
-       "..           ...       ...       ...       ...       ...     ...  \n",
-       "13            70  0.250000  0.750000  0.250000  0.750000   46.11  \n",
-       "14            90 -0.014177  0.357684  0.014177  0.357684   62.10  \n",
-       "15           113  0.020196  0.378824  0.020196  0.378824   87.24  \n",
-       "16           106  0.021930  0.184211  0.021930  0.184211   79.76  \n",
-       "17           102  0.082275  0.415939  0.082275  0.415939   71.47  \n",
-       "\n",
-       "[96 rows x 20 columns]"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb2e76c90>"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
    "source": [
-    "listed2 = []\n",
-    "for l in listed:\n",
-    "    listed2.extend(l)\n",
-    "listed = listed2\n",
-    "author_numCitedBy = [x[0] for x in listed]\n",
-    "author_standard = [x[1] for x in listed]\n",
-    "\n",
-    "listed.append((author_numCitedBy,author_standard))\n",
-    "#listed"
+    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"sp\",kind=\"reg\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 11,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "16\n"
-     ]
-    }
-   ],
    "source": [
-    "print(len(author_standard))"
+    "Articles with too much positive sentiment were cited less often"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "16\n"
-     ]
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb308c710>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "print(len(author_numCitedBy))"
+    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"unique_words\",kind=\"reg\")"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 13,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.7482788658664115\n"
-     ]
-    }
-   ],
    "source": [
-    "listed\n",
-    "corr, _ = pearsonr(author_numCitedBy, author_standard)\n",
-    "print(corr)\n"
+    "Articles with more unique words were cited more often"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<seaborn.axisgrid.JointGrid at 0x7f3cb3308e10>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 3 Axes>"
       ]
      },
      "metadata": {
@@ -1675,8 +2849,14 @@
     }
    ],
    "source": [
-    "plt.scatter(author_standard,author_numCitedBy)\n",
-    "plt.show()"
+    "sns.jointplot(data = multi_author_frame,y=\"numCitedBy\",x=\"ss_norm\",kind=\"reg\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Articles with more sentiment subjectivity were cited slightly more often (not statistically significant)."
    ]
   },
   {
-- 
GitLab