diff --git a/data_notes.ipynb b/data_notes.ipynb
index fb04aaa6697a3c268707a5e165e9419212426e34..e4c8c3f3b71c53ea94076d71cc27f7aa596aa376 100644
--- a/data_notes.ipynb
+++ b/data_notes.ipynb
@@ -28,349 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
-   "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>image</th>\n",
-       "      <th>avg fiber diameter (um)</th>\n",
-       "      <th>thickness (mm)</th>\n",
-       "      <th>weight (g/cm^2)</th>\n",
-       "      <th>filter efficiency (%)</th>\n",
-       "      <th>pressure drop (psi)</th>\n",
-       "      <th>nameref</th>\n",
-       "      <th>imagepath</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>name</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>3M_1000MPR</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.280</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/3M_1000MPR/3M_1000MPR.html</td>\n",
-       "      <td>./materials/3M_1000MPR/SEM/3M_filtrete1000_20n...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3M_1900MPR</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.319</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/3M_1900MPR/3M_1900MPR.html</td>\n",
-       "      <td>./materials/3M_1900MPR/SEM/3M_filtrete1900_20n...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3M_300MPR</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.292</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/3M_300MPR/3M_300MPR.html</td>\n",
-       "      <td>./materials/3M_300MPR/SEM/3M_filtrete300_20nmA...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3M_N95</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.721</td>\n",
-       "      <td>0.0223</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/3M_N95/3M_N95.html</td>\n",
-       "      <td>./materials/3M_N95/SEM/3MN95_nosputter_top_000...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Arauco_BKP</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.800</td>\n",
-       "      <td>0.0639</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/Arauco_BKP/Arauco_BKP.html</td>\n",
-       "      <td>./materials/Arauco_BKP/SEM/AraucoBKP_6_20nmAu_...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Arauco_EKP</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.300</td>\n",
-       "      <td>0.0772</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/Arauco_EKP/Arauco_EKP.html</td>\n",
-       "      <td>./materials/Arauco_EKP/SEM/AraucoEKP_8_20nmAu_...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Arauco_UKP</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.600</td>\n",
-       "      <td>0.0821</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/Arauco_UKP/Arauco_UKP.html</td>\n",
-       "      <td>./materials/Arauco_UKP/SEM/AraucoUKP_6_20nmAu_...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Gerson_N95</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.076</td>\n",
-       "      <td>0.0306</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/Gerson_N95/Gerson_N95.html</td>\n",
-       "      <td>./materials/Gerson_N95/SEM/GersonN95_nosputter...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HEPA</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.209</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/HEPA/HEPA.html</td>\n",
-       "      <td>./materials/HEPA/SEM/inline_HEPA_20nmAu_top_00...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HV_PN13015AP2</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.081</td>\n",
-       "      <td>0.0020</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/HV_PN13015AP2/HV_PN13015AP2.html</td>\n",
-       "      <td>./materials/HV_PN13015AP2/SEM/PN13015AP2_20nmA...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HV_TSP050PLUS</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.295</td>\n",
-       "      <td>0.0064</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/HV_TSP050PLUS/HV_TSP050PLUS.html</td>\n",
-       "      <td>./materials/HV_TSP050PLUS/SEM/TS050PLUS_20nmAu...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HV_TSP050YA002</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.446</td>\n",
-       "      <td>0.0143</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/HV_TSP050YA002/HV_TSP050YA002.html</td>\n",
-       "      <td>./materials/HV_TSP050YA002/SEM/TSP050YA002_20n...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>HV_TSP100NS015</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.437</td>\n",
-       "      <td>0.0152</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/HV_TSP100NS015/HV_TSP100NS015.html</td>\n",
-       "      <td>./materials/HV_TSP100NS015/SEM/TSP100NS015_20n...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>KC_47117</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.184</td>\n",
-       "      <td>0.0067</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/KC_47117/KC_47117.html</td>\n",
-       "      <td>./materials/KC_47117/SEM/KC47117_20sputter_mid...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>cotton</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.333</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/cotton/cotton.html</td>\n",
-       "      <td>./materials/cotton/SEM/tshirt_100cotton_20nmAu...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>polyester</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.137</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/polyester/polyester.html</td>\n",
-       "      <td>./materials/polyester/SEM/pillowcase_20nmAu_to...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>tyvek</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.143</td>\n",
-       "      <td>0.0065</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>./materials/tyvek/tyvek.html</td>\n",
-       "      <td>./materials/tyvek/SEM/tyvek_20nmAu_top_0005_re...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                image  avg fiber diameter (um)  thickness (mm)  \\\n",
-       "name                                                             \n",
-       "3M_1000MPR        NaN                      NaN           0.280   \n",
-       "3M_1900MPR        NaN                      NaN           0.319   \n",
-       "3M_300MPR         NaN                      NaN           0.292   \n",
-       "3M_N95            NaN                      NaN           0.721   \n",
-       "Arauco_BKP        NaN                      NaN           1.800   \n",
-       "Arauco_EKP        NaN                      NaN           1.300   \n",
-       "Arauco_UKP        NaN                      NaN           1.600   \n",
-       "Gerson_N95        NaN                      NaN           1.076   \n",
-       "HEPA              NaN                      NaN           0.209   \n",
-       "HV_PN13015AP2     NaN                      NaN           0.081   \n",
-       "HV_TSP050PLUS     NaN                      NaN           0.295   \n",
-       "HV_TSP050YA002    NaN                      NaN           0.446   \n",
-       "HV_TSP100NS015    NaN                      NaN           0.437   \n",
-       "KC_47117          NaN                      NaN           0.184   \n",
-       "cotton            NaN                      NaN           0.333   \n",
-       "polyester         NaN                      NaN           0.137   \n",
-       "tyvek             NaN                      NaN           0.143   \n",
-       "\n",
-       "                weight (g/cm^2)  filter efficiency (%)  pressure drop (psi)  \\\n",
-       "name                                                                          \n",
-       "3M_1000MPR                  NaN                    NaN                  NaN   \n",
-       "3M_1900MPR                  NaN                    NaN                  NaN   \n",
-       "3M_300MPR                   NaN                    NaN                  NaN   \n",
-       "3M_N95                   0.0223                    NaN                  NaN   \n",
-       "Arauco_BKP               0.0639                    NaN                  NaN   \n",
-       "Arauco_EKP               0.0772                    NaN                  NaN   \n",
-       "Arauco_UKP               0.0821                    NaN                  NaN   \n",
-       "Gerson_N95               0.0306                    NaN                  NaN   \n",
-       "HEPA                        NaN                    NaN                  NaN   \n",
-       "HV_PN13015AP2            0.0020                    NaN                  NaN   \n",
-       "HV_TSP050PLUS            0.0064                    NaN                  NaN   \n",
-       "HV_TSP050YA002           0.0143                    NaN                  NaN   \n",
-       "HV_TSP100NS015           0.0152                    NaN                  NaN   \n",
-       "KC_47117                 0.0067                    NaN                  NaN   \n",
-       "cotton                      NaN                    NaN                  NaN   \n",
-       "polyester                   NaN                    NaN                  NaN   \n",
-       "tyvek                    0.0065                    NaN                  NaN   \n",
-       "\n",
-       "                                                       nameref  \\\n",
-       "name                                                             \n",
-       "3M_1000MPR              ./materials/3M_1000MPR/3M_1000MPR.html   \n",
-       "3M_1900MPR              ./materials/3M_1900MPR/3M_1900MPR.html   \n",
-       "3M_300MPR                 ./materials/3M_300MPR/3M_300MPR.html   \n",
-       "3M_N95                          ./materials/3M_N95/3M_N95.html   \n",
-       "Arauco_BKP              ./materials/Arauco_BKP/Arauco_BKP.html   \n",
-       "Arauco_EKP              ./materials/Arauco_EKP/Arauco_EKP.html   \n",
-       "Arauco_UKP              ./materials/Arauco_UKP/Arauco_UKP.html   \n",
-       "Gerson_N95              ./materials/Gerson_N95/Gerson_N95.html   \n",
-       "HEPA                                ./materials/HEPA/HEPA.html   \n",
-       "HV_PN13015AP2     ./materials/HV_PN13015AP2/HV_PN13015AP2.html   \n",
-       "HV_TSP050PLUS     ./materials/HV_TSP050PLUS/HV_TSP050PLUS.html   \n",
-       "HV_TSP050YA002  ./materials/HV_TSP050YA002/HV_TSP050YA002.html   \n",
-       "HV_TSP100NS015  ./materials/HV_TSP100NS015/HV_TSP100NS015.html   \n",
-       "KC_47117                    ./materials/KC_47117/KC_47117.html   \n",
-       "cotton                          ./materials/cotton/cotton.html   \n",
-       "polyester                 ./materials/polyester/polyester.html   \n",
-       "tyvek                             ./materials/tyvek/tyvek.html   \n",
-       "\n",
-       "                                                        imagepath  \n",
-       "name                                                               \n",
-       "3M_1000MPR      ./materials/3M_1000MPR/SEM/3M_filtrete1000_20n...  \n",
-       "3M_1900MPR      ./materials/3M_1900MPR/SEM/3M_filtrete1900_20n...  \n",
-       "3M_300MPR       ./materials/3M_300MPR/SEM/3M_filtrete300_20nmA...  \n",
-       "3M_N95          ./materials/3M_N95/SEM/3MN95_nosputter_top_000...  \n",
-       "Arauco_BKP      ./materials/Arauco_BKP/SEM/AraucoBKP_6_20nmAu_...  \n",
-       "Arauco_EKP      ./materials/Arauco_EKP/SEM/AraucoEKP_8_20nmAu_...  \n",
-       "Arauco_UKP      ./materials/Arauco_UKP/SEM/AraucoUKP_6_20nmAu_...  \n",
-       "Gerson_N95      ./materials/Gerson_N95/SEM/GersonN95_nosputter...  \n",
-       "HEPA            ./materials/HEPA/SEM/inline_HEPA_20nmAu_top_00...  \n",
-       "HV_PN13015AP2   ./materials/HV_PN13015AP2/SEM/PN13015AP2_20nmA...  \n",
-       "HV_TSP050PLUS   ./materials/HV_TSP050PLUS/SEM/TS050PLUS_20nmAu...  \n",
-       "HV_TSP050YA002  ./materials/HV_TSP050YA002/SEM/TSP050YA002_20n...  \n",
-       "HV_TSP100NS015  ./materials/HV_TSP100NS015/SEM/TSP100NS015_20n...  \n",
-       "KC_47117        ./materials/KC_47117/SEM/KC47117_20sputter_mid...  \n",
-       "cotton          ./materials/cotton/SEM/tshirt_100cotton_20nmAu...  \n",
-       "polyester       ./materials/polyester/SEM/pillowcase_20nmAu_to...  \n",
-       "tyvek           ./materials/tyvek/SEM/tyvek_20nmAu_top_0005_re...  "
-      ]
-     },
-     "execution_count": 91,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "master_table = pd.read_html(\"./index.html\")[0]\n",
-    "xml_table = lhtml.parse(\"./index.html\")\n",
-    "master_table['nameref'] = xml_table.xpath('//tr/td/a/@href')\n",
-    "master_table['imagepath'] = xml_table.xpath('//tr/td/img/@src')\n",
-    "master_table = master_table.set_index('name')\n",
-    "master_table"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Fiber diameter (fd in $\\mu$m)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [
     {
@@ -689,11 +347,32 @@
        "tyvek           ./materials/tyvek/SEM/tyvek_20nmAu_top_0005_re...  "
       ]
      },
-     "execution_count": 92,
+     "execution_count": 121,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
+   "source": [
+    "master_table = pd.read_html(\"./index.html\")[0]\n",
+    "xml_table = lhtml.parse(\"./index.html\")\n",
+    "master_table['nameref'] = xml_table.xpath('//tr/td/a/@href')\n",
+    "master_table['imagepath'] = xml_table.xpath('//tr/td/img/@src')\n",
+    "master_table = master_table.set_index('name')\n",
+    "master_table"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Fiber diameter (fd in $\\mu$m)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "fd_data = pd.read_csv(\"./data/fiber_diameter.csv\", header=1, dtype=float)\n",
     "fd_sum = pd.DataFrame(index=fd_data.columns, columns=[\"fiber diam\"], dtype=str)\n",
@@ -701,9 +380,9 @@
     "    data = data.dropna().to_numpy()\n",
     "    mean = round(data.mean(), 2)\n",
     "    std = round(data.std(), 2)\n",
-    "    master_table.loc[name, \"avg fiber diameter (um)\"] = \"%s +/- %s\" %(mean, std)\n",
+    "    #master_table.loc[name, \"avg fiber diameter (um)\"] = \"%s +/- %s\" %(mean, std)\n",
     "    \n",
-    "master_table"
+    "#master_table\n"
    ]
   },
   {
@@ -1020,6 +699,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# CAUTION WITH THIS GUY\n",
+    "#\n",
+    "#\n",
     "# wrrite to file\n",
     "index_html = open(\"./index.html\", mode=\"a\")\n",
     "index_html.write(html_table)\n",