diff --git a/docs/algorithms/AdjustedPhase1GenerationTool.ipynb b/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
index a88b2a55dd1ced11ed1421a2c4c2cc5efe6f1a5c..adaf279553131718a2adb44528128fb6560a88db 100644
--- a/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
+++ b/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
@@ -5,7 +5,7 @@
    "metadata": {},
    "source": [
     "# Adjusted Phase 1  Generation Tool\n",
-    "Below are packages imported during development, most of which are used below\n",
+    "Below are packages imported during development, most of which are used below.\n",
     "Read through the worksheet, and enter any values in the cells headed 'Enter' below.  Then click 'Cell' in the menu above, and 'Run All.'"
    ]
   },
@@ -109,7 +109,7 @@
    },
    "outputs": [],
    "source": [
-    "start_date = '2017-03-09T00:00:00Z'\n",
+    "start_date = '2015-01-01T00:00:00Z'\n",
     "\n",
     "# convert to unix epoch time (seconds since 1/1/1970)\n",
     "start_epoch = (dp.parse(start_date, ignoretz=True) - datetime.utcfromtimestamp(0)).total_seconds()"
@@ -123,7 +123,7 @@
    },
    "outputs": [],
    "source": [
-    "end_date = '2017-03-22T00:00:00Z'\n",
+    "end_date = '2016-01-01T00:00:00Z'\n",
     "\n",
     "# convert to unix epoch time (seconds since 1/1/1970)\n",
     "end_epoch = (dp.parse(end_date, ignoretz=True) - datetime.utcfromtimestamp(0)).total_seconds()"
@@ -202,17 +202,36 @@
     "z_dt = [datetime.utcfromtimestamp(ut) for ut in z_t]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-22.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print pier_correction"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Plot of H absolutes, ordinates, baselines\n",
-    "Absolutes are in the top plot below, in blue.  These represent the field, as measured by the overhauser (with the pier correction applied), with direction measured by the theodolite.  Ordinates are also in the top plot, in green.  They represent the variometer's reading of the field corresponding to the times absolute measurements are taken.  Baselines, or the difference between the two are in the bottom plot, in blue.  Vertical axis units are nanoteslas.  Horizontal axis units are unix timestamp (seconds since Jan 1, 1970)."
+    "Absolutes represent the field magnitude as measured by the overhauser (with the pier correction applied), and field direction measured by the theodolite.  Ordinates represent the variometer's reading of the field corresponding to the nearest times absolute measurements were taken. Baselines, or the difference between absolutes and ordinates, are presented in the bottom plot. All vertical axis units are nanoteslas."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
     "collapsed": false
    },
@@ -997,7 +1016,7 @@
     {
      "data": {
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\" width=\"900\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1005,24 +1024,19 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x108e7e090>]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "pl.figure(figsize=(9,3))\n",
     "pl.subplot(2,1,1)\n",
     "pl.plot(h_dt,h_abs,'.',h_dt,h_ord,'.')\n",
+    "pl.legend(('absolutes','ordinates'))\n",
     "pl.subplot(2,1,2)\n",
-    "pl.plot(h_dt,np.asarray(h_abs) - np.asarray(h_ord),'.')"
+    "pl.plot(h_dt,np.asarray(h_abs) - np.asarray(h_ord),'.')\n",
+    "pl.legend(('baselines',))\n",
+    "\n",
+    "# re-formats dates for better presentation\n",
+    "pl.gcf().autofmt_xdate()"
    ]
   },
   {
@@ -1030,12 +1044,12 @@
    "metadata": {},
    "source": [
     "## Plot of D absolutes, ordinates, baselines\n",
-    "Absolutes are in the top plot below, in blue.  These represent the declination angle of the field, as measured by the overhauser (with the pier correction applied), with direction measured by the theodolite.  Ordinates are also in the top plot, in green.  They represent the declination (from the sensor's H axis) calculated from the variometer's reading of the field corresponding to the times absolute measurements are taken.  Baselines, or the difference between the two are in the bottom plot, in blue.  Vertical axis units are degrees.  Horizontal axis units are unix timestamp (seconds since Jan 1, 1970)."
+    "Absolutes represent the field magnitude as measured by the overhauser (with the pier correction applied), and field direction measured by the theodolite.  Ordinates represent the variometer's reading of the field corresponding to the nearest times absolute measurements were taken. Baselines, or the difference between absolutes and ordinates, are presented in the bottom plot. All vertical axis units are degrees from surveyed geographic north."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {
     "collapsed": false
    },
@@ -1820,7 +1834,7 @@
     {
      "data": {
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\" 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\" width=\"900\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -1828,24 +1842,19 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x10a0426d0>]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "pl.figure(figsize=(9,3))\n",
     "pl.subplot(2,1,1)\n",
     "pl.plot(d_dt,d_abs,'.',d_dt,d_ord,'.')\n",
+    "pl.legend(('absolutes','ordinates'))\n",
     "pl.subplot(2,1,2)\n",
-    "pl.plot(d_dt,np.asarray(d_abs) - np.asarray(d_ord),'.')"
+    "pl.plot(d_dt,np.asarray(d_abs) - np.asarray(d_ord),'.')\n",
+    "pl.legend(('baselines',))\n",
+    "\n",
+    "# re-formats dates for better presentation\n",
+    "pl.gcf().autofmt_xdate()"
    ]
   },
   {
@@ -1853,12 +1862,12 @@
    "metadata": {},
    "source": [
     "## Plot of Z absolutes, ordinates, baselines\n",
-    "Absolutes are in the top plot below, in blue. These represent the field, as measured by the overhauser (with the pier correction applied), with direction measured by the theodolite. Ordinates are also in the top plot, in green. They represent the variometer's reading of the field corresponding to the times absolute measurements are taken. Baselines, or the difference between the two are in the bottom plot, in blue. Vertical axis units are nanoteslas. Horizontal axis units are unix timestamp (seconds since Jan 1, 1970)."
+    "Absolutes represent the field magnitude as measured by the overhauser (with the pier correction applied), and field direction measured by the theodolite.  Ordinates represent the variometer's reading of the field corresponding to the nearest times absolute measurements were taken. Baselines, or the difference between absolutes and ordinates, are presented in the bottom plot. All vertical axis units are nanoteslas."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {
     "collapsed": false
    },
@@ -2643,7 +2652,7 @@
     {
      "data": {
       "text/html": [
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\" 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\" width=\"900\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2651,24 +2660,19 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x10a14a610>]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
     }
    ],
    "source": [
     "pl.figure(figsize=(9,3))\n",
     "pl.subplot(2,1,1)\n",
     "pl.plot(z_dt,z_abs,'.',z_dt,z_ord,'.')\n",
+    "pl.legend(('absolutes', 'ordinates'))\n",
     "pl.subplot(2,1,2)\n",
-    "pl.plot(z_dt,np.asarray(z_abs) - np.asarray(z_ord),'.')"
+    "pl.plot(z_dt,np.asarray(z_abs) - np.asarray(z_ord),'.')\n",
+    "pl.legend(('baselines',))\n",
+    "\n",
+    "# re-formats dates for better presentation\n",
+    "pl.gcf().autofmt_xdate()"
    ]
   },
   {
@@ -2688,7 +2692,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {
     "collapsed": true
    },
@@ -2706,7 +2710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {
     "collapsed": false
    },
@@ -2729,14 +2733,17 @@
    ]
   },
   {
-   "cell_type": "raw",
+   "cell_type": "markdown",
    "metadata": {
     "collapsed": false
    },
    "source": [
-    "# this cell constrains M to impose a uniform scaling factor,\n",
-    "# just in case that is desirable\n",
+    "This cell contains code to constrain M to impose a uniform scaling factor. \n",
+    "Its contents may be copy-pasted into an actual **code** cell if this is desirable.\n",
     "\n",
+    "---\n",
+    "\n",
+    "```python\n",
     "\n",
     "# LHS, or dependent variables\n",
     "abs_st = np.vstack([x_a,y_a,z_a])\n",
@@ -2778,17 +2785,25 @@
     "M[2,3] = M_r[9]\n",
     "M[3,:] = [0,0,0,1]     \n",
     "\n",
-    "print np.array_str(M, precision=3)"
+    "print np.array_str(M, precision=3)\n",
+    "```\n",
+    "\n",
+    "---"
    ]
   },
   {
-   "cell_type": "raw",
+   "cell_type": "markdown",
    "metadata": {
     "collapsed": false
    },
    "source": [
-    "# this cell constrains M to rotate about the z-axis only, with\n",
-    "# a uniform scaling in the x,y plane, just in case that is desirable\n",
+    "This cell constrains M to rotate about the z-axis only, with a uniform \n",
+    "scaling in the x,y plane. Its contents may be copy-pasted into an actual \n",
+    "**code** cell if this is desirable.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "```python\n",
     "\n",
     "# LHS, or dependent variables\n",
     "abs_st = np.vstack([x_a,y_a,z_a])\n",
@@ -2830,12 +2845,15 @@
     "M[2,3] = M_r[5]\n",
     "M[3,:] = [0,0,0,1]     \n",
     "\n",
-    "print np.array_str(M, precision=3)"
+    "print np.array_str(M, precision=3)\n",
+    "```\n",
+    "\n",
+    "---"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {
     "collapsed": false
    },
@@ -2844,10 +2862,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[  9.789e-01  -1.761e-01   7.114e-03  -2.013e+02]\n",
-      " [  1.305e-01   9.247e-01   1.558e-01  -6.974e+03]\n",
-      " [ -2.716e-02   5.415e-03   9.904e-01   1.598e+03]\n",
-      " [  0.000e+00  -0.000e+00  -0.000e+00   1.000e+00]]\n"
+      "[[  9.878e-01  -1.461e-01   2.521e-02  -1.262e+03]\n",
+      " [  1.682e-01   1.000e+00  -1.532e-02   4.615e+02]\n",
+      " [ -1.663e-02  -5.521e-03   1.007e+00   6.099e+02]\n",
+      " [  0.000e+00   0.000e+00  -0.000e+00   1.000e+00]]\n"
      ]
     },
     {
@@ -2892,7 +2910,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {
     "collapsed": true
    },
@@ -2903,7 +2921,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {
     "collapsed": false
    },
@@ -2941,29 +2959,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "start2=UTCDateTime('2017-03-01T00:00:00Z')"
+    "start2=UTCDateTime('2015-03-01T00:00:00Z')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {
     "collapsed": true
    },
    "outputs": [],
    "source": [
-    "end2=UTCDateTime('2017-03-20T23:59:59Z')"
+    "end2=UTCDateTime('2015-03-31T23:59:59Z')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {
     "collapsed": false
    },
@@ -2984,7 +3002,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {
     "collapsed": true
    },
@@ -2997,7 +3015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {
     "collapsed": false
    },
@@ -3027,7 +3045,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {
     "collapsed": false,
     "scrolled": true
@@ -3813,7 +3831,7 @@
     {
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\" 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\" width=\"900\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -3864,12 +3882,12 @@
    "source": [
     "## Plots of Adjusted X using Static Baseline, Affine Transform, and '$\\Delta x$'\n",
     "\n",
-    "This is not quite the same as $\\Delta F$, because $\\Delta x$ is a comparison of two derived quantities."
+    "This is not quite the same comparison presented for $\\Delta F$, because $\\Delta x$ is a comparison of two derived quantities."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {
     "collapsed": false,
     "scrolled": true
@@ -4655,7 +4673,7 @@
     {
      "data": {
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\" 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\" width=\"1200\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -4695,12 +4713,12 @@
    "source": [
     "## ## Plots of Adjusted Y using Static Baseline, Affine Transform, and '$\\Delta y$'\n",
     "\n",
-    "This is not quite the same as $\\Delta F$, because $\\Delta y$ is a comparison of two derived quantities."
+    "This is not quite the same comparison presented for $\\Delta F$, because $\\Delta y$ is a comparison of two derived quantities."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {
     "collapsed": false
    },
@@ -5485,7 +5503,7 @@
     {
      "data": {
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\" 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\" width=\"1200\">"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -5525,12 +5543,12 @@
    "source": [
     "## Plots of Adjusted Z using Static Baseline, Affine Transform, and '$\\Delta z$'\n",
     "\n",
-    "This is not quite the same as $\\Delta F$, because $\\Delta z$ is a comparison of two derived quantities."
+    "This is not quite the same comparison presented for $\\Delta F$, because $\\Delta z$ is a comparison of two derived quantities."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {
     "collapsed": false
    },
@@ -6315,7 +6333,7 @@
     {
      "data": {
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\" 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