diff --git a/data/fiber_diameter.csv b/data/fiber_diameter.csv
index 597f353ace7277d32696c17a49079f2512e873ec..7bbd2a3eedb169f8b7affe11eb2a7c63b4897ad4 100644
--- a/data/fiber_diameter.csv
+++ b/data/fiber_diameter.csv
@@ -1,49 +1,49 @@
-Fiber diameter,um,,,,,,,,,,,,,,,
-3M_1000MPR,3M_1900MPR,3M_300MPR,3M_N95,Arauco_BKP,Arauco_EKP,Arauco_UKP,Gerson_N95,HEPA,HV_PN13015AP2,HV_TSP050PLUS,HV_TSP050YA002,HV_TSP100NS015,KC_47117,cotton,polyester,tyvek
-21.1,15.6,24.7,25,38.9,31.3,36.5,21.4,3.53,3.86,19.1,23.5,9.9,5.11,14.3,9.48,8.5
-21.8,17.2,23.5,19.2,35.9,17.2,21.6,20.2,2.84,2.07,10.5,18.2,16.6,2.58,20.1,7.97,3.07
-18.4,17.1,21.5,20.3,19.8,15.9,41.9,20.8,1.02,5.77,18.7,23.5,21.2,8.57,12.6,10.4,12.9
-17.9,15.8,26.9,,25.3,11.1,54,19.1,3.41,2.9,17.5,23.7,19.4,3.16,11.5,12.6,7.51
-17.8,16.1,22.2,,43,8.77,28.4,25,1.44,1.97,20.1,11.5,10.1,5.96,20.3,9.69,4.49
-20.5,15.6,21.7,,30.7,11,44.5,19,0.458,2.31,19,21.2,22.6,8.65,14.9,8.6,8.28
-20,16.3,24.3,,44.7,15.3,33.6,23.5,0.397,2.76,16.9,18.5,20.3,2.28,14.5,10.6,7.21
-16.9,14.3,24.1,,44.7,27.7,16.3,19.3,3,2.97,16,11.5,19.4,6.17,14.1,12.6,9.56
-21.3,16.3,23.2,,21.3,13,36.5,20.3,0.458,2.76,18.2,22.5,20.3,2.82,16.7,8.6,24.1
-19.9,15.2,26.1,,31.1,20.1,24.9,23.2,1.79,1.17,16.5,19.6,16.4,34.8,14.4,6.87,7.7
-16.5,17.2,24.3,,31.2,17.7,22.2,21.5,3.53,4.4,15.2,22.4,19.2,47.5,18.9,6.87,1.14
-13.5,16.3,24.9,,31.1,16.3,30.7,19.2,,4.62,24.8,24.6,23.5,19.2,13.3,9.52,5.54
-16.6,15,24.5,,22,17.6,33.6,16.7,,3,10.9,23.9,17.2,20.6,12.3,7.5,3.53
-12.9,16.5,26.2,,23.1,24.4,28.4,22.8,,3.48,17.5,23.1,22.5,29,14.6,13.1,11.6
-18.6,16.4,22.5,,32.7,15.9,44.5,29.3,,6.3,18.4,22.5,19.2,,16.1,14,6.56
-16.9,16.7,26.1,,27.8,11.7,30.7,21.3,,3.14,14.7,16.1,23.4,,18.3,14,5.48
-19.4,15.9,23.4,,13.4,9.4,43.1,21.5,,2.73,16.9,,21.8,,15.6,10.6,4.84
-18.9,16.2,21.4,,18.2,19.3,51,21.8,,6.96,19,,12.3,,24.7,9.49,24.8
-12.3,15.5,23.4,,17,17,45.9,28.8,,4,,,16.3,,19.9,10.2,
-19,15.5,,,20.6,7.45,23.8,14.5,,3.38,,,23,,10.9,9.26,
-16.9,16.1,,,44.7,15.5,33.5,5.01,,2.68,,,14.4,,13.7,13,
-18.2,16.4,,,41.2,11.2,42.8,3.11,,6.65,,,21.5,,11.8,12.7,
-15.5,14.4,,,40.2,18.9,44.3,16.1,,2.62,,,18.1,,16.7,,
-20.2,15.6,,,55.7,13.7,45.1,7.51,,2.13,,,15,,18,,
-19.3,15.2,,,39.3,10.2,55.4,12.2,,2.94,,,19,,14.6,,
-18.5,15.9,,,47.7,14.8,30.7,7.4,,6.9,,,16.3,,,,
-21.5,15.8,,,43.4,15.1,53.8,,,,,,17.3,,,,
-19.5,,,,29.4,21.5,22,,,,,,12.5,,,,
-18.1,,,,41.5,10.2,21.4,,,,,,19.5,,,,
-,,,,38.3,11.1,31.4,,,,,,,,,,
-,,,,33.3,19.3,33.7,,,,,,,,,,
-,,,,35.9,15.2,25.9,,,,,,,,,,
-,,,,48,11.7,27.6,,,,,,,,,,
-,,,,49.6,19.3,18.8,,,,,,,,,,
-,,,,59.5,18.1,8.62,,,,,,,,,,
-,,,,37.8,10.9,57.7,,,,,,,,,,
-,,,,37.8,15.3,48.9,,,,,,,,,,
-,,,,38.6,7.29,46.6,,,,,,,,,,
-,,,,38.3,,35.4,,,,,,,,,,
-,,,,56.9,,26.3,,,,,,,,,,
-,,,,28.4,,32,,,,,,,,,,
-,,,,52.2,,44.6,,,,,,,,,,
-,,,,,,31.4,,,,,,,,,,
-,,,,,,32,,,,,,,,,,
-,,,,,,43.8,,,,,,,,,,
-,,,,,,42.7,,,,,,,,,,
-,,,,,,37.3,,,,,,,,,,
\ No newline at end of file
+Fiber diameter,um,,,,,,,,,,,,,,,,
+3M_1000MPR,3M_1900MPR,3M_300MPR,3M_N95,Arauco_BKP,Arauco_EKP,Arauco_UKP,Gerson_N95,HEPA,HV_PN13015AP2,HV_TSP050PLUS,HV_TSP050YA002,HV_TSP100NS015,KC_47117,cotton,polyester,tyvek,HaylardH600
+21.1,15.6,24.7,25,38.9,31.3,36.5,21.4,3.53,3.86,19.1,23.5,9.9,5.11,14.3,9.48,8.5,19.6
+21.8,17.2,23.5,19.2,35.9,17.2,21.6,20.2,2.84,2.07,10.5,18.2,16.6,2.58,20.1,7.97,3.07,18.9
+18.4,17.1,21.5,20.3,19.8,15.9,41.9,20.8,1.02,5.77,18.7,23.5,21.2,8.57,12.6,10.4,12.9,17.6
+17.9,15.8,26.9,,25.3,11.1,54,19.1,3.41,2.9,17.5,23.7,19.4,3.16,11.5,12.6,7.51,17.6
+17.8,16.1,22.2,,43,8.77,28.4,25,1.44,1.97,20.1,11.5,10.1,5.96,20.3,9.69,4.49,19
+20.5,15.6,21.7,,30.7,11,44.5,19,0.458,2.31,19,21.2,22.6,8.65,14.9,8.6,8.28,4.18
+20,16.3,24.3,,44.7,15.3,33.6,23.5,0.397,2.76,16.9,18.5,20.3,2.28,14.5,10.6,7.21,5.04
+16.9,14.3,24.1,,44.7,27.7,16.3,19.3,3,2.97,16,11.5,19.4,6.17,14.1,12.6,9.56,19
+21.3,16.3,23.2,,21.3,13,36.5,20.3,0.458,2.76,18.2,22.5,20.3,2.82,16.7,8.6,24.1,3.65
+19.9,15.2,26.1,,31.1,20.1,24.9,23.2,1.79,1.17,16.5,19.6,16.4,34.8,14.4,6.87,7.7,18.2
+16.5,17.2,24.3,,31.2,17.7,22.2,21.5,3.53,4.4,15.2,22.4,19.2,47.5,18.9,6.87,1.14,6.21
+13.5,16.3,24.9,,31.1,16.3,30.7,19.2,,4.62,24.8,24.6,23.5,19.2,13.3,9.52,5.54,2.67
+16.6,15,24.5,,22,17.6,33.6,16.7,,3,10.9,23.9,17.2,20.6,12.3,7.5,3.53,2.83
+12.9,16.5,26.2,,23.1,24.4,28.4,22.8,,3.48,17.5,23.1,22.5,29,14.6,13.1,11.6,19.1
+18.6,16.4,22.5,,32.7,15.9,44.5,29.3,,6.3,18.4,22.5,19.2,,16.1,14,6.56,7.59
+16.9,16.7,26.1,,27.8,11.7,30.7,21.3,,3.14,14.7,16.1,23.4,,18.3,14,5.48,1.77
+19.4,15.9,23.4,,13.4,9.4,43.1,21.5,,2.73,16.9,,21.8,,15.6,10.6,4.84,2.56
+18.9,16.2,21.4,,18.2,19.3,51,21.8,,6.96,19,,12.3,,24.7,9.49,24.8,2.43
+12.3,15.5,23.4,,17,17,45.9,28.8,,4,,,16.3,,19.9,10.2,,2.56
+19,15.5,,,20.6,7.45,23.8,14.5,,3.38,,,23,,10.9,9.26,,4.13
+16.9,16.1,,,44.7,15.5,33.5,5.01,,2.68,,,14.4,,13.7,13,,2.96
+18.2,16.4,,,41.2,11.2,42.8,3.11,,6.65,,,21.5,,11.8,12.7,,2.52
+15.5,14.4,,,40.2,18.9,44.3,16.1,,2.62,,,18.1,,16.7,,,2.88
+20.2,15.6,,,55.7,13.7,45.1,7.51,,2.13,,,15,,18,,,7.59
+19.3,15.2,,,39.3,10.2,55.4,12.2,,2.94,,,19,,14.6,,,1.77
+18.5,15.9,,,47.7,14.8,30.7,7.4,,6.9,,,16.3,,,,,3.45
+21.5,15.8,,,43.4,15.1,53.8,,,,,,17.3,,,,,20.7
+19.5,,,,29.4,21.5,22,,,,,,12.5,,,,,4.14
+18.1,,,,41.5,10.2,21.4,,,,,,19.5,,,,,19.7
+,,,,38.3,11.1,31.4,,,,,,,,,,,25.9
+,,,,33.3,19.3,33.7,,,,,,,,,,,34.1
+,,,,35.9,15.2,25.9,,,,,,,,,,,19.1
+,,,,48,11.7,27.6,,,,,,,,,,,19
+,,,,49.6,19.3,18.8,,,,,,,,,,,17.9
+,,,,59.5,18.1,8.62,,,,,,,,,,,22.1
+,,,,37.8,10.9,57.7,,,,,,,,,,,18.3
+,,,,37.8,15.3,48.9,,,,,,,,,,,19.1
+,,,,38.6,7.29,46.6,,,,,,,,,,,20.4
+,,,,38.3,,35.4,,,,,,,,,,,2.5
+,,,,56.9,,26.3,,,,,,,,,,,6.83
+,,,,28.4,,32,,,,,,,,,,,1.89
+,,,,52.2,,44.6,,,,,,,,,,,1.62
+,,,,,,31.4,,,,,,,,,,,2.28
+,,,,,,32,,,,,,,,,,,2.24
+,,,,,,43.8,,,,,,,,,,,1.66
+,,,,,,42.7,,,,,,,,,,,2.13
+,,,,,,37.3,,,,,,,,,,,
\ No newline at end of file
diff --git a/data_notes.ipynb b/data_notes.ipynb
index e4c8c3f3b71c53ea94076d71cc27f7aa596aa376..0aab2c4765e3acc7a7b426918618a15b5cad305e 100644
--- a/data_notes.ipynb
+++ b/data_notes.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -77,7 +77,7 @@
        "    <tr>\n",
        "      <th>3M_1000MPR</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>18.2 +/- 2.39</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.280</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -88,7 +88,7 @@
        "    <tr>\n",
        "      <th>3M_1900MPR</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>15.93 +/- 0.72</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.319</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -99,7 +99,7 @@
        "    <tr>\n",
        "      <th>3M_300MPR</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>23.94 +/- 1.61</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.292</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -110,7 +110,7 @@
        "    <tr>\n",
        "      <th>3M_N95</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>21.5 +/- 2.52</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.721</td>\n",
        "      <td>0.0223</td>\n",
        "      <td>NaN</td>\n",
@@ -121,8 +121,8 @@
        "    <tr>\n",
        "      <th>Arauco_BKP</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>35.96 +/- 11.15</td>\n",
-       "      <td>1.800</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.8</td>\n",
        "      <td>0.0639</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -132,8 +132,8 @@
        "    <tr>\n",
        "      <th>Arauco_EKP</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>15.46 +/- 5.18</td>\n",
-       "      <td>1.300</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.3</td>\n",
        "      <td>0.0772</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -143,8 +143,8 @@
        "    <tr>\n",
        "      <th>Arauco_UKP</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>35.44 +/- 11.07</td>\n",
-       "      <td>1.600</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.6</td>\n",
        "      <td>0.0821</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -154,7 +154,7 @@
        "    <tr>\n",
        "      <th>Gerson_N95</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>18.48 +/- 6.55</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>1.076</td>\n",
        "      <td>0.0306</td>\n",
        "      <td>NaN</td>\n",
@@ -165,7 +165,7 @@
        "    <tr>\n",
        "      <th>HEPA</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>1.99 +/- 1.24</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.209</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -176,7 +176,7 @@
        "    <tr>\n",
        "      <th>HV_PN13015AP2</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>3.63 +/- 1.59</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.081</td>\n",
        "      <td>0.0020</td>\n",
        "      <td>NaN</td>\n",
@@ -187,7 +187,7 @@
        "    <tr>\n",
        "      <th>HV_TSP050PLUS</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>17.22 +/- 3.15</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.295</td>\n",
        "      <td>0.0064</td>\n",
        "      <td>NaN</td>\n",
@@ -198,7 +198,7 @@
        "    <tr>\n",
        "      <th>HV_TSP050YA002</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>20.39 +/- 4.08</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.446</td>\n",
        "      <td>0.0143</td>\n",
        "      <td>NaN</td>\n",
@@ -209,7 +209,7 @@
        "    <tr>\n",
        "      <th>HV_TSP100NS015</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>18.21 +/- 3.74</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.437</td>\n",
        "      <td>0.0152</td>\n",
        "      <td>NaN</td>\n",
@@ -218,9 +218,20 @@
        "      <td>./materials/HV_TSP100NS015/SEM/TSP100NS015_20n...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
+       "      <th>HaylardH600</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>blue+white layer: 0.642, blue layer: 0.359, wh...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>./materials/HaylardH600/HaylardH600.html</td>\n",
+       "      <td>./materials/HaylardH600/SEM/HaylardH600_20nmAu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>KC_47117</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>14.03 +/- 13.69</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.184</td>\n",
        "      <td>0.0067</td>\n",
        "      <td>NaN</td>\n",
@@ -231,7 +242,7 @@
        "    <tr>\n",
        "      <th>cotton</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>15.71 +/- 3.23</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.333</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -242,7 +253,7 @@
        "    <tr>\n",
        "      <th>polyester</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>10.35 +/- 2.18</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.137</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -253,7 +264,7 @@
        "    <tr>\n",
        "      <th>tyvek</th>\n",
        "      <td>NaN</td>\n",
-       "      <td>8.71 +/- 6.24</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>0.143</td>\n",
        "      <td>0.0065</td>\n",
        "      <td>NaN</td>\n",
@@ -266,25 +277,47 @@
        "</div>"
       ],
       "text/plain": [
-       "                image avg fiber diameter (um)  thickness (mm)  \\\n",
-       "name                                                            \n",
-       "3M_1000MPR        NaN           18.2 +/- 2.39           0.280   \n",
-       "3M_1900MPR        NaN          15.93 +/- 0.72           0.319   \n",
-       "3M_300MPR         NaN          23.94 +/- 1.61           0.292   \n",
-       "3M_N95            NaN           21.5 +/- 2.52           0.721   \n",
-       "Arauco_BKP        NaN         35.96 +/- 11.15           1.800   \n",
-       "Arauco_EKP        NaN          15.46 +/- 5.18           1.300   \n",
-       "Arauco_UKP        NaN         35.44 +/- 11.07           1.600   \n",
-       "Gerson_N95        NaN          18.48 +/- 6.55           1.076   \n",
-       "HEPA              NaN           1.99 +/- 1.24           0.209   \n",
-       "HV_PN13015AP2     NaN           3.63 +/- 1.59           0.081   \n",
-       "HV_TSP050PLUS     NaN          17.22 +/- 3.15           0.295   \n",
-       "HV_TSP050YA002    NaN          20.39 +/- 4.08           0.446   \n",
-       "HV_TSP100NS015    NaN          18.21 +/- 3.74           0.437   \n",
-       "KC_47117          NaN         14.03 +/- 13.69           0.184   \n",
-       "cotton            NaN          15.71 +/- 3.23           0.333   \n",
-       "polyester         NaN          10.35 +/- 2.18           0.137   \n",
-       "tyvek             NaN           8.71 +/- 6.24           0.143   \n",
+       "                image  avg fiber diameter (um)  \\\n",
+       "name                                             \n",
+       "3M_1000MPR        NaN                      NaN   \n",
+       "3M_1900MPR        NaN                      NaN   \n",
+       "3M_300MPR         NaN                      NaN   \n",
+       "3M_N95            NaN                      NaN   \n",
+       "Arauco_BKP        NaN                      NaN   \n",
+       "Arauco_EKP        NaN                      NaN   \n",
+       "Arauco_UKP        NaN                      NaN   \n",
+       "Gerson_N95        NaN                      NaN   \n",
+       "HEPA              NaN                      NaN   \n",
+       "HV_PN13015AP2     NaN                      NaN   \n",
+       "HV_TSP050PLUS     NaN                      NaN   \n",
+       "HV_TSP050YA002    NaN                      NaN   \n",
+       "HV_TSP100NS015    NaN                      NaN   \n",
+       "HaylardH600       NaN                      NaN   \n",
+       "KC_47117          NaN                      NaN   \n",
+       "cotton            NaN                      NaN   \n",
+       "polyester         NaN                      NaN   \n",
+       "tyvek             NaN                      NaN   \n",
+       "\n",
+       "                                                   thickness (mm)  \\\n",
+       "name                                                                \n",
+       "3M_1000MPR                                                  0.280   \n",
+       "3M_1900MPR                                                  0.319   \n",
+       "3M_300MPR                                                   0.292   \n",
+       "3M_N95                                                      0.721   \n",
+       "Arauco_BKP                                                    1.8   \n",
+       "Arauco_EKP                                                    1.3   \n",
+       "Arauco_UKP                                                    1.6   \n",
+       "Gerson_N95                                                  1.076   \n",
+       "HEPA                                                        0.209   \n",
+       "HV_PN13015AP2                                               0.081   \n",
+       "HV_TSP050PLUS                                               0.295   \n",
+       "HV_TSP050YA002                                              0.446   \n",
+       "HV_TSP100NS015                                              0.437   \n",
+       "HaylardH600     blue+white layer: 0.642, blue layer: 0.359, wh...   \n",
+       "KC_47117                                                    0.184   \n",
+       "cotton                                                      0.333   \n",
+       "polyester                                                   0.137   \n",
+       "tyvek                                                       0.143   \n",
        "\n",
        "                weight (g/cm^2)  filter efficiency (%)  pressure drop (psi)  \\\n",
        "name                                                                          \n",
@@ -301,6 +334,7 @@
        "HV_TSP050PLUS            0.0064                    NaN                  NaN   \n",
        "HV_TSP050YA002           0.0143                    NaN                  NaN   \n",
        "HV_TSP100NS015           0.0152                    NaN                  NaN   \n",
+       "HaylardH600                 NaN                    NaN                  NaN   \n",
        "KC_47117                 0.0067                    NaN                  NaN   \n",
        "cotton                      NaN                    NaN                  NaN   \n",
        "polyester                   NaN                    NaN                  NaN   \n",
@@ -321,6 +355,7 @@
        "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",
+       "HaylardH600           ./materials/HaylardH600/HaylardH600.html   \n",
        "KC_47117                    ./materials/KC_47117/KC_47117.html   \n",
        "cotton                          ./materials/cotton/cotton.html   \n",
        "polyester                 ./materials/polyester/polyester.html   \n",
@@ -341,13 +376,14 @@
        "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",
+       "HaylardH600     ./materials/HaylardH600/SEM/HaylardH600_20nmAu...  \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": 121,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -370,9 +406,366 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "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>18.2 +/- 2.39</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>15.93 +/- 0.72</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>23.94 +/- 1.61</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>21.5 +/- 2.52</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>35.96 +/- 11.15</td>\n",
+       "      <td>1.8</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>15.46 +/- 5.18</td>\n",
+       "      <td>1.3</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>35.44 +/- 11.07</td>\n",
+       "      <td>1.6</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>18.48 +/- 6.55</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>1.99 +/- 1.24</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>3.63 +/- 1.59</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>17.22 +/- 3.15</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>20.39 +/- 4.08</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>18.21 +/- 3.74</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>HaylardH600</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.38 +/- 8.75</td>\n",
+       "      <td>blue+white layer: 0.642, blue layer: 0.359, wh...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>./materials/HaylardH600/HaylardH600.html</td>\n",
+       "      <td>./materials/HaylardH600/SEM/HaylardH600_20nmAu...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>KC_47117</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14.03 +/- 13.69</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>15.71 +/- 3.23</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>10.35 +/- 2.18</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>8.71 +/- 6.24</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)  \\\n",
+       "name                                            \n",
+       "3M_1000MPR        NaN           18.2 +/- 2.39   \n",
+       "3M_1900MPR        NaN          15.93 +/- 0.72   \n",
+       "3M_300MPR         NaN          23.94 +/- 1.61   \n",
+       "3M_N95            NaN           21.5 +/- 2.52   \n",
+       "Arauco_BKP        NaN         35.96 +/- 11.15   \n",
+       "Arauco_EKP        NaN          15.46 +/- 5.18   \n",
+       "Arauco_UKP        NaN         35.44 +/- 11.07   \n",
+       "Gerson_N95        NaN          18.48 +/- 6.55   \n",
+       "HEPA              NaN           1.99 +/- 1.24   \n",
+       "HV_PN13015AP2     NaN           3.63 +/- 1.59   \n",
+       "HV_TSP050PLUS     NaN          17.22 +/- 3.15   \n",
+       "HV_TSP050YA002    NaN          20.39 +/- 4.08   \n",
+       "HV_TSP100NS015    NaN          18.21 +/- 3.74   \n",
+       "HaylardH600       NaN          10.38 +/- 8.75   \n",
+       "KC_47117          NaN         14.03 +/- 13.69   \n",
+       "cotton            NaN          15.71 +/- 3.23   \n",
+       "polyester         NaN          10.35 +/- 2.18   \n",
+       "tyvek             NaN           8.71 +/- 6.24   \n",
+       "\n",
+       "                                                   thickness (mm)  \\\n",
+       "name                                                                \n",
+       "3M_1000MPR                                                  0.280   \n",
+       "3M_1900MPR                                                  0.319   \n",
+       "3M_300MPR                                                   0.292   \n",
+       "3M_N95                                                      0.721   \n",
+       "Arauco_BKP                                                    1.8   \n",
+       "Arauco_EKP                                                    1.3   \n",
+       "Arauco_UKP                                                    1.6   \n",
+       "Gerson_N95                                                  1.076   \n",
+       "HEPA                                                        0.209   \n",
+       "HV_PN13015AP2                                               0.081   \n",
+       "HV_TSP050PLUS                                               0.295   \n",
+       "HV_TSP050YA002                                              0.446   \n",
+       "HV_TSP100NS015                                              0.437   \n",
+       "HaylardH600     blue+white layer: 0.642, blue layer: 0.359, wh...   \n",
+       "KC_47117                                                    0.184   \n",
+       "cotton                                                      0.333   \n",
+       "polyester                                                   0.137   \n",
+       "tyvek                                                       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",
+       "HaylardH600                 NaN                    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",
+       "HaylardH600           ./materials/HaylardH600/HaylardH600.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",
+       "HaylardH600     ./materials/HaylardH600/SEM/HaylardH600_20nmAu...  \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": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "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",
@@ -380,14 +773,14 @@
     "    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\n"
+    "master_table\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -466,7 +859,7 @@
        "      <td>&lt;a href=\"./materials/Arauco_BKP/Arauco_BKP.htm...</td>\n",
        "      <td>&lt;img src=\"./materials/Arauco_BKP/SEM/AraucoBKP...</td>\n",
        "      <td>35.96 +/- 11.15</td>\n",
-       "      <td>1.800</td>\n",
+       "      <td>1.8</td>\n",
        "      <td>0.0639</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -476,7 +869,7 @@
        "      <td>&lt;a href=\"./materials/Arauco_EKP/Arauco_EKP.htm...</td>\n",
        "      <td>&lt;img src=\"./materials/Arauco_EKP/SEM/AraucoEKP...</td>\n",
        "      <td>15.46 +/- 5.18</td>\n",
-       "      <td>1.300</td>\n",
+       "      <td>1.3</td>\n",
        "      <td>0.0772</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -486,7 +879,7 @@
        "      <td>&lt;a href=\"./materials/Arauco_UKP/Arauco_UKP.htm...</td>\n",
        "      <td>&lt;img src=\"./materials/Arauco_UKP/SEM/AraucoUKP...</td>\n",
        "      <td>35.44 +/- 11.07</td>\n",
-       "      <td>1.600</td>\n",
+       "      <td>1.6</td>\n",
        "      <td>0.0821</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -553,6 +946,16 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
+       "      <td>&lt;a href=\"./materials/HaylardH600/HaylardH600.h...</td>\n",
+       "      <td>&lt;img src=\"./materials/HaylardH600/SEM/HaylardH...</td>\n",
+       "      <td>10.38 +/- 8.75</td>\n",
+       "      <td>blue+white layer: 0.642, blue layer: 0.359, wh...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
        "      <td>&lt;a href=\"./materials/KC_47117/KC_47117.html\"&gt;K...</td>\n",
        "      <td>&lt;img src=\"./materials/KC_47117/SEM/KC47117_20s...</td>\n",
        "      <td>14.03 +/- 13.69</td>\n",
@@ -562,7 +965,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>15</th>\n",
        "      <td>&lt;a href=\"./materials/cotton/cotton.html\"&gt;cotto...</td>\n",
        "      <td>&lt;img src=\"./materials/cotton/SEM/tshirt_100cot...</td>\n",
        "      <td>15.71 +/- 3.23</td>\n",
@@ -572,7 +975,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>16</th>\n",
        "      <td>&lt;a href=\"./materials/polyester/polyester.html\"...</td>\n",
        "      <td>&lt;img src=\"./materials/polyester/SEM/pillowcase...</td>\n",
        "      <td>10.35 +/- 2.18</td>\n",
@@ -582,7 +985,7 @@
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>17</th>\n",
        "      <td>&lt;a href=\"./materials/tyvek/tyvek.html\"&gt;tyvek&lt;/a&gt;</td>\n",
        "      <td>&lt;img src=\"./materials/tyvek/SEM/tyvek_20nmAu_t...</td>\n",
        "      <td>8.71 +/- 6.24</td>\n",
@@ -610,10 +1013,11 @@
        "10  <a href=\"./materials/HV_TSP050PLUS/HV_TSP050PL...   \n",
        "11  <a href=\"./materials/HV_TSP050YA002/HV_TSP050Y...   \n",
        "12  <a href=\"./materials/HV_TSP100NS015/HV_TSP100N...   \n",
-       "13  <a href=\"./materials/KC_47117/KC_47117.html\">K...   \n",
-       "14  <a href=\"./materials/cotton/cotton.html\">cotto...   \n",
-       "15  <a href=\"./materials/polyester/polyester.html\"...   \n",
-       "16   <a href=\"./materials/tyvek/tyvek.html\">tyvek</a>   \n",
+       "13  <a href=\"./materials/HaylardH600/HaylardH600.h...   \n",
+       "14  <a href=\"./materials/KC_47117/KC_47117.html\">K...   \n",
+       "15  <a href=\"./materials/cotton/cotton.html\">cotto...   \n",
+       "16  <a href=\"./materials/polyester/polyester.html\"...   \n",
+       "17   <a href=\"./materials/tyvek/tyvek.html\">tyvek</a>   \n",
        "\n",
        "                                                image avg fiber diameter (um)  \\\n",
        "0   <img src=\"./materials/3M_1000MPR/SEM/3M_filtre...           18.2 +/- 2.39   \n",
@@ -629,51 +1033,54 @@
        "10  <img src=\"./materials/HV_TSP050PLUS/SEM/TS050P...          17.22 +/- 3.15   \n",
        "11  <img src=\"./materials/HV_TSP050YA002/SEM/TSP05...          20.39 +/- 4.08   \n",
        "12  <img src=\"./materials/HV_TSP100NS015/SEM/TSP10...          18.21 +/- 3.74   \n",
-       "13  <img src=\"./materials/KC_47117/SEM/KC47117_20s...         14.03 +/- 13.69   \n",
-       "14  <img src=\"./materials/cotton/SEM/tshirt_100cot...          15.71 +/- 3.23   \n",
-       "15  <img src=\"./materials/polyester/SEM/pillowcase...          10.35 +/- 2.18   \n",
-       "16  <img src=\"./materials/tyvek/SEM/tyvek_20nmAu_t...           8.71 +/- 6.24   \n",
+       "13  <img src=\"./materials/HaylardH600/SEM/HaylardH...          10.38 +/- 8.75   \n",
+       "14  <img src=\"./materials/KC_47117/SEM/KC47117_20s...         14.03 +/- 13.69   \n",
+       "15  <img src=\"./materials/cotton/SEM/tshirt_100cot...          15.71 +/- 3.23   \n",
+       "16  <img src=\"./materials/polyester/SEM/pillowcase...          10.35 +/- 2.18   \n",
+       "17  <img src=\"./materials/tyvek/SEM/tyvek_20nmAu_t...           8.71 +/- 6.24   \n",
        "\n",
-       "    thickness (mm)  weight (g/cm^2)  filter efficiency (%)  \\\n",
-       "0            0.280              NaN                    NaN   \n",
-       "1            0.319              NaN                    NaN   \n",
-       "2            0.292              NaN                    NaN   \n",
-       "3            0.721           0.0223                    NaN   \n",
-       "4            1.800           0.0639                    NaN   \n",
-       "5            1.300           0.0772                    NaN   \n",
-       "6            1.600           0.0821                    NaN   \n",
-       "7            1.076           0.0306                    NaN   \n",
-       "8            0.209              NaN                    NaN   \n",
-       "9            0.081           0.0020                    NaN   \n",
-       "10           0.295           0.0064                    NaN   \n",
-       "11           0.446           0.0143                    NaN   \n",
-       "12           0.437           0.0152                    NaN   \n",
-       "13           0.184           0.0067                    NaN   \n",
-       "14           0.333              NaN                    NaN   \n",
-       "15           0.137              NaN                    NaN   \n",
-       "16           0.143           0.0065                    NaN   \n",
+       "                                       thickness (mm)  weight (g/cm^2)  \\\n",
+       "0                                               0.280              NaN   \n",
+       "1                                               0.319              NaN   \n",
+       "2                                               0.292              NaN   \n",
+       "3                                               0.721           0.0223   \n",
+       "4                                                 1.8           0.0639   \n",
+       "5                                                 1.3           0.0772   \n",
+       "6                                                 1.6           0.0821   \n",
+       "7                                               1.076           0.0306   \n",
+       "8                                               0.209              NaN   \n",
+       "9                                               0.081           0.0020   \n",
+       "10                                              0.295           0.0064   \n",
+       "11                                              0.446           0.0143   \n",
+       "12                                              0.437           0.0152   \n",
+       "13  blue+white layer: 0.642, blue layer: 0.359, wh...              NaN   \n",
+       "14                                              0.184           0.0067   \n",
+       "15                                              0.333              NaN   \n",
+       "16                                              0.137              NaN   \n",
+       "17                                              0.143           0.0065   \n",
        "\n",
-       "    pressure drop (psi)  \n",
-       "0                   NaN  \n",
-       "1                   NaN  \n",
-       "2                   NaN  \n",
-       "3                   NaN  \n",
-       "4                   NaN  \n",
-       "5                   NaN  \n",
-       "6                   NaN  \n",
-       "7                   NaN  \n",
-       "8                   NaN  \n",
-       "9                   NaN  \n",
-       "10                  NaN  \n",
-       "11                  NaN  \n",
-       "12                  NaN  \n",
-       "13                  NaN  \n",
-       "14                  NaN  \n",
-       "15                  NaN  \n",
-       "16                  NaN  "
+       "    filter efficiency (%)  pressure drop (psi)  \n",
+       "0                     NaN                  NaN  \n",
+       "1                     NaN                  NaN  \n",
+       "2                     NaN                  NaN  \n",
+       "3                     NaN                  NaN  \n",
+       "4                     NaN                  NaN  \n",
+       "5                     NaN                  NaN  \n",
+       "6                     NaN                  NaN  \n",
+       "7                     NaN                  NaN  \n",
+       "8                     NaN                  NaN  \n",
+       "9                     NaN                  NaN  \n",
+       "10                    NaN                  NaN  \n",
+       "11                    NaN                  NaN  \n",
+       "12                    NaN                  NaN  \n",
+       "13                    NaN                  NaN  \n",
+       "14                    NaN                  NaN  \n",
+       "15                    NaN                  NaN  \n",
+       "16                    NaN                  NaN  \n",
+       "17                    NaN                  NaN  "
       ]
      },
-     "execution_count": 119,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -695,7 +1102,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/index.html b/index.html
index 551ac178e2b0adeb061900b29cb39835b8c469d7..66e69cccbbe21899d43651b36bbc57329ddb7afc 100644
--- a/index.html
+++ b/index.html
@@ -75,7 +75,7 @@
       <td><a href="./materials/Arauco_BKP/Arauco_BKP.html">Arauco_BKP</a></td>
       <td><img src="./materials/Arauco_BKP/SEM/AraucoBKP_6_20nmAu_top_0003_raw_rep.jpg" height="300"></td>
       <td>35.96 +/- 11.15</td>
-      <td>1.800</td>
+      <td>1.8</td>
       <td>0.0639</td>
       <td></td>
       <td></td>
@@ -84,7 +84,7 @@
       <td><a href="./materials/Arauco_EKP/Arauco_EKP.html">Arauco_EKP</a></td>
       <td><img src="./materials/Arauco_EKP/SEM/AraucoEKP_8_20nmAu_top_0004_rep.jpg" height="300"></td>
       <td>15.46 +/- 5.18</td>
-      <td>1.300</td>
+      <td>1.3</td>
       <td>0.0772</td>
       <td></td>
       <td></td>
@@ -93,7 +93,7 @@
       <td><a href="./materials/Arauco_UKP/Arauco_UKP.html">Arauco_UKP</a></td>
       <td><img src="./materials/Arauco_UKP/SEM/AraucoUKP_6_20nmAu_top_0005_rep.jpg" height="300"></td>
       <td>35.44 +/- 11.07</td>
-      <td>1.600</td>
+      <td>1.6</td>
       <td>0.0821</td>
       <td></td>
       <td></td>
@@ -152,6 +152,15 @@
       <td></td>
       <td></td>
     </tr>
+    <tr>
+      <td><a href="./materials/HaylardH600/HaylardH600.html">HaylardH600</a></td>
+      <td><img src="./materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0006_raw_rep.jpg" height="300"></td>
+      <td>10.38 +/- 8.75</td>
+      <td>blue+white layer: 0.642, blue layer: 0.359, white layer: 0.310</td>
+      <td></td>
+      <td></td>
+      <td></td>
+    </tr>
     <tr>
       <td><a href="./materials/KC_47117/KC_47117.html">KC_47117</a></td>
       <td><img src="./materials/KC_47117/SEM/KC47117_20sputter_middlelayer_0005_rep.jpg" height="300"></td>
diff --git a/materials/HaylardH600/HaylardH600.html b/materials/HaylardH600/HaylardH600.html
new file mode 100644
index 0000000000000000000000000000000000000000..a6639c1af274e22c9fc3cb47b7e7fc93dc710cdf
--- /dev/null
+++ b/materials/HaylardH600/HaylardH600.html
@@ -0,0 +1,35 @@
+
+    <!DOCTYPE html>
+    <html>
+    <h1>HaylardH600</h1>
+    <ul style="list-style-type:none;">
+    <li><b>name</b>:  Haylard H600
+</li>
+<li><b>manufacture link</b>: <a href=" https://www.usamedicalsurgical.com/halyard-health-one-step-sterilization-wrap-h600-fabric-heavy-duty/
+"> Haylard H600 sterilization wrap</a></li>
+<li><b>thickness (mm)</b>:  blue+white layer: 0.642, blue layer: 0.359, white layer: 0.310
+</li>
+<li><b>weight (g/cm^2)</b>: 
+</li>
+<li><b>notes</b><ul style="list-tyle-type:none;"><li> sterilization wrap paper</li><li> it has two layers of different fiber diameters</li><li> melted spots (presumably to hold it all together?) with 1 mm diameter patterned accross the surface
+</li></ul></li>
+<br><img src="./IMG_4032.jpg" height="400"><br>IMG_4032<br>
+<br><img src="./IMG_4033.jpg" height="400"><br>IMG_4033<br>
+<br><img src="./IMG_4030.jpg" height="400"><br>IMG_4030<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0007.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0007<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0006.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0006<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0004.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0004<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0008_raw.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0008_raw<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0005.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0005<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0001.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0001<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0009.jpg" height="400"><br>HaylardH600_20nmAu_top_0009<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0005_raw.jpg" height="400"><br>HaylardH600_20nmAu_top_0005_raw<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0008.jpg" height="400"><br>HaylardH600_20nmAu_top_0008<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0002.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0002<br>
+<br><img src="./SEM/HaylardH600_white_20nmAu_top_0003.jpg" height="400"><br>HaylardH600_white_20nmAu_top_0003<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0006_raw_rep.jpg" height="400"><br>HaylardH600_20nmAu_top_0006_raw_rep<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0003_raw.jpg" height="400"><br>HaylardH600_20nmAu_top_0003_raw<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0007.jpg" height="400"><br>HaylardH600_20nmAu_top_0007<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0004.jpg" height="400"><br>HaylardH600_20nmAu_top_0004<br>
+<br><img src="./SEM/HaylardH600_20nmAu_top_0001_raw.jpg" height="400"><br>HaylardH600_20nmAu_top_0001_raw<br>
+</html>
\ No newline at end of file
diff --git a/materials/HaylardH600/HaylardH600.txt b/materials/HaylardH600/HaylardH600.txt
new file mode 100644
index 0000000000000000000000000000000000000000..470542b80e79a95ce55862a3379ff3ce360e812e
--- /dev/null
+++ b/materials/HaylardH600/HaylardH600.txt
@@ -0,0 +1,5 @@
+name: Haylard H600
+manufacture link: Haylard H600 sterilization wrap, https://www.usamedicalsurgical.com/halyard-health-one-step-sterilization-wrap-h600-fabric-heavy-duty/
+thickness (mm): blue+white layer: 0.642, blue layer: 0.359, white layer: 0.310
+weight (g/cm^2):
+notes: sterilization wrap paper, it has two layers of different fiber diameters, melted spots (presumably to hold it all together?) with 1 mm diameter patterned accross the surface
diff --git a/materials/HaylardH600/IMG_4030.jpg b/materials/HaylardH600/IMG_4030.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..7ca23039ddecdfb66b0c171057f3e9acf6b6ca3b
Binary files /dev/null and b/materials/HaylardH600/IMG_4030.jpg differ
diff --git a/materials/HaylardH600/IMG_4032.jpg b/materials/HaylardH600/IMG_4032.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3d701a19802959134dc21567109ffadd3156309d
Binary files /dev/null and b/materials/HaylardH600/IMG_4032.jpg differ
diff --git a/materials/HaylardH600/IMG_4033.jpg b/materials/HaylardH600/IMG_4033.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..d19dfb53a099fd73a76af6e015bd45588af2c44d
Binary files /dev/null and b/materials/HaylardH600/IMG_4033.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0001_raw.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0001_raw.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..3247501a1e7cf0bce505d823078f2c1ad7608589
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0001_raw.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0003_raw.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0003_raw.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..2880830462e6283798aafb33932ee8a552e1c144
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0003_raw.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0004.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0004.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..375ce43fa33e412750b21e702821db4d2165fd75
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0004.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0005_raw.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0005_raw.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..63bbe6347dd9af78ab19d7a7b05008086312e9a8
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0005_raw.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0006_raw_rep.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0006_raw_rep.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..51c6c5325f2489b46ced86db91960bb1e4e0588f
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0006_raw_rep.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0007.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0007.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..132c722ae960774c1831ba6f0dda4482cc0be3c4
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0007.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0008.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0008.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..6c648f6db44643bad0deaa1ae59226c278092f24
Binary files /dev/null and b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0008.jpg differ
diff --git a/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0009.jpg b/materials/HaylardH600/SEM/HaylardH600_20nmAu_top_0009.jpg
new file mode 100644
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