diff --git a/.gitignore b/.gitignore
index 684e998..86fb82c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,7 @@
 
 # PDF output - usually a bad idea to keep this in Git
 *.pdf
+!data/**/*.pdf
 
 # Latexmk
 *.fdb_latexmk
diff --git a/README.md b/README.md
index 1cc5244..f47fa14 100644
--- a/README.md
+++ b/README.md
@@ -12,7 +12,7 @@
         - [x] Umbau
             - [x] **packed** union based data structures (removes the need for magic numbers
             - [ ] safe types inside `pi2cproto.h`
-        - [ ] old
+        - [ ] ~~old~~
         - [x] ballast
         - [x] reused
             - remaining compatability to v1
@@ -24,6 +24,8 @@
             - missing `__attribute__((packed))` declarations
         - [x] why are `digipoti` and `anapoti` only readable from `0x02` and 0x04` not partial?
             - same as above
+    - [ ] instability on mass spi communication
+        - timebased / overflow ?
 
 - Calibration
     - [x] characterize adcbehaviour
diff --git a/data/m02_adccalib_48/adccalib_20180517.csv b/data/m02_adccalib_48/adccalib_20180517.csv
new file mode 100644
index 0000000..4ef5784
--- /dev/null
+++ b/data/m02_adccalib_48/adccalib_20180517.csv
@@ -0,0 +1,22 @@
+time/s,v_ps/v,dv_ps/v,v_pit48/v,dv_pit48/v,v_keith/v,v_set/v
+13.313,43.039,0.006,42.177,0.042,43.110,43.000
+26.148,43.516,0.010,42.621,0.042,43.586,43.500
+38.952,44.004,0.006,43.085,0.039,44.072,44.000
+51.764,44.497,0.005,43.576,0.055,44.566,44.500
+64.650,44.998,0.011,44.056,0.038,45.072,45.000
+77.457,45.491,0.009,44.563,0.046,45.567,45.500
+90.270,46.002,0.007,45.088,0.061,46.074,46.000
+103.151,46.510,0.007,45.562,0.054,46.585,46.500
+115.961,47.000,0.007,46.026,0.096,47.074,47.000
+132.470,47.477,0.006,46.475,0.081,47.559,47.500
+145.285,48.002,0.007,46.964,0.201,48.077,48.000
+162.967,48.495,0.002,47.466,0.206,48.574,48.500
+175.817,48.981,0.006,47.833,0.425,49.058,49.000
+188.953,49.495,0.006,48.484,0.213,49.577,49.500
+207.095,49.990,0.005,48.958,0.209,50.071,50.000
+219.895,50.477,0.007,49.446,0.221,50.561,50.500
+232.955,50.966,0.007,49.841,0.146,51.049,51.000
+245.762,51.484,0.010,50.340,0.031,51.562,51.500
+258.574,51.952,0.009,50.842,0.079,52.038,52.000
+272.588,52.435,0.006,51.325,0.078,52.524,52.500
+287.068,52.973,0.011,51.830,0.052,53.057,53.000
diff --git a/data/m02_adccalib_48/adccalib_48.csv b/data/m02_adccalib_48/adccalib_48.csv
deleted file mode 120000
index 20347ca..0000000
--- a/data/m02_adccalib_48/adccalib_48.csv
+++ /dev/null
@@ -1 +0,0 @@
-/remote_media/m03/home/pi/adccalib_48.csv
\ No newline at end of file
diff --git a/data/m02_adccalib_48/adccalib_v10.pdf b/data/m02_adccalib_48/adccalib_v10.pdf
new file mode 100644
index 0000000..c2cfc90
Binary files /dev/null and b/data/m02_adccalib_48/adccalib_v10.pdf differ
diff --git a/data/m02_adccalib_48/adccalib_v10_bus.pdf b/data/m02_adccalib_48/adccalib_v10_bus.pdf
new file mode 100644
index 0000000..7f6eb30
Binary files /dev/null and b/data/m02_adccalib_48/adccalib_v10_bus.pdf differ
diff --git a/data/m02_adccalib_48/adccalib_v18ana.pdf b/data/m02_adccalib_48/adccalib_v18ana.pdf
new file mode 100644
index 0000000..6767aad
Binary files /dev/null and b/data/m02_adccalib_48/adccalib_v18ana.pdf differ
diff --git a/data/m02_adccalib_48/adccalib_v18digi.pdf b/data/m02_adccalib_48/adccalib_v18digi.pdf
new file mode 100644
index 0000000..7747d06
Binary files /dev/null and b/data/m02_adccalib_48/adccalib_v18digi.pdf differ
diff --git a/data/m02_adccalib_48/adccalib_v48.pdf b/data/m02_adccalib_48/adccalib_v48.pdf
new file mode 100644
index 0000000..d4c69a2
Binary files /dev/null and b/data/m02_adccalib_48/adccalib_v48.pdf differ
diff --git a/data/m02_adccalib_48/processing_adccalib_48.py b/data/m02_adccalib_48/processing_adccalib_48.py
deleted file mode 100644
index ef85fd6..0000000
--- a/data/m02_adccalib_48/processing_adccalib_48.py
+++ /dev/null
@@ -1,68 +0,0 @@
-#! /usr/bin/python3
-
-import scipy.optimize as opt
-import numpy as np
-import pandas as pd
-import matplotlib.pyplot as plt
-import VisTools.plotting as vt
-
-plt.ioff()
-plt.style.use('bmh')
-fig, axarr = plt.subplots(2,1, sharex='col',figsize=(11.88, 8.4))
-data = pd.read_csv("./adccalib_48.csv")
-
-data['Dv'] = data['v_pit48/v'] - data['v_keith/v']
-print(data)
-
-axarr[0].errorbar(
-    data['v_set/v'],
-    data['v_pit48/v'],
-    yerr=data['dv_pit48/v'],
-    label="V$_{MONITOR\_48V}$",
-    fmt='.'
-)
-axarr[0].errorbar(
-    data['v_set/v'],
-    data['v_ps/v'],
-    yerr=data['dv_ps/v'],
-    label="V$_{PS}$",
-    fmt='.'
-)
-
-axarr[1].errorbar(
-    data['v_set/v'],
-    data['Dv'],
-    yerr=data['dv_pit48/v'],
-    label=" absolute Error of ADC",
-    fmt='.'
-)
-
-# fit to abs dist
-linfnc = lambda x,m,c: x*m+c
-
-pfinal, pcov = opt.curve_fit(
-    linfnc,
-    data['v_set/v'],
-    data['Dv'],
-    p0=(.1,2.6),
-    sigma=[.5 for e in range(data['Dv'].size)]
-)
-
-print( pfinal )
-
-axarr[1].plot(
-    data['v_set/v'],
-    data['v_keith/v']*pfinal[0]+pfinal[1]
-)
-
-vt.annotate_val(plt, pfinal[0], np.sqrt(pcov[0][0]), name="V48[2]", data_pos=(44, 3))
-
-plt.xlabel('V$_{set}$/V')
-axarr[0].set_ylabel('V$_{IN}$/V')
-axarr[0].set_title("PowerIt ADC Calibration: 48V Input")
-axarr[1].set_ylabel('$\Delta$V$_{IN}$ / V')
-axarr[0].legend()
-#-plt.savefig("2kw_direct.png")
-
-plt.tight_layout()
-plt.savefig("adccalib_48.eps", format='eps', dpi=1000)
diff --git a/data/m02_adccalib_48/processing_adccalib_v10.py b/data/m02_adccalib_48/processing_adccalib_v10.py
new file mode 100644
index 0000000..febcea6
--- /dev/null
+++ b/data/m02_adccalib_48/processing_adccalib_v10.py
@@ -0,0 +1,71 @@
+#! /usr/bin/python3
+
+import scipy.optimize as opt
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+import VisTools.plotting as vt
+
+plt.ioff()
+plt.style.use('bmh')
+fig, axarr = plt.subplots(
+    2,
+    1,
+    figsize=(10, 8),
+    gridspec_kw={'height_ratios':[2, 1]},
+    sharex="col"
+)
+data = pd.read_csv("./adccalib_v10.csv", comment="#")
+
+data['Dv'] = data['v_pit10'] / data['v_keith']
+print(data)
+
+axarr[0].errorbar(
+    data['v_keith'],
+    data['v_pit10'],
+    yerr=data['dv_pit10'],
+    label="V$_{MONITOR\_48V}$",
+    fmt='.'
+)
+p =axarr[1].errorbar(
+    data['v_keith'],
+    data['Dv'],
+    yerr=data['dv_pit10'],
+    label=" absolute Error of ADC",
+    fmt='.',
+    alpha=.3
+)
+
+# fit to abs dist
+linfnc = lambda x,m,c: x*m+c
+
+pfinal = vt.fit_linear(
+    data.v_keith,
+    data.Dv,
+    (0,0)
+)
+
+axarr[1].plot(
+    data.v_keith,
+    linfnc(data.v_keith, pfinal[0].n, pfinal[1].n),
+    color=p[0].get_color()
+)
+
+print( pfinal )
+
+
+vt.annotate_unc(
+    plt, 
+    pfinal[1], 
+    name="\Delta V48[1]", 
+    data_pos=(47, 1.1),
+    formatting='f')
+
+plt.xlabel('V$_{IN,EXT} / V$')
+axarr[0].set_ylabel('V$_{IN,PIT} / V$')
+axarr[0].set_title("PowerIt ADC Calibration: 48V Input")
+axarr[1].set_ylabel('($V_{IN,PIT} / V_{IN,EXT}$) / V')
+#-plt.savefig("2kw_direct.png")
+
+plt.tight_layout()
+plt.savefig("adccalib_v10.pdf", dpi=1000)
diff --git a/data/m02_adccalib_48/processing_adccalib_v18.py b/data/m02_adccalib_48/processing_adccalib_v18.py
new file mode 100644
index 0000000..ae7d418
--- /dev/null
+++ b/data/m02_adccalib_48/processing_adccalib_v18.py
@@ -0,0 +1,73 @@
+#! /usr/bin/python3
+
+import scipy.optimize as opt
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+import VisTools.plotting as vt
+
+plt.ioff()
+plt.style.use('bmh')
+fig, axarr = plt.subplots(
+    2,
+    1,
+    figsize=(10, 8),
+    gridspec_kw={'height_ratios':[2, 1]},
+    sharex="col"
+)
+
+for f in ["ana", "digi"]:
+    data = pd.read_csv("./adccalib_v18" + f + ".csv", comment="#")
+
+    data['Dv'] = data['v_pit18'+f] / data['v_keith']
+    print(data)
+
+    axarr[0].errorbar(
+        data['adcval'],
+        data['v_pit18'+f],
+        yerr=data['dv_pit18'+f],
+        label="V$_{MONITOR\_48V}$",
+        fmt='.'
+    )
+    p =axarr[1].errorbar(
+        data['adcval'],
+        data['Dv'],
+        yerr=data['dv_pit18'+f],
+        label=" absolute Error of ADC",
+        fmt='.',
+        alpha=.3
+    )
+
+    # fit to abs dist
+    linfnc = lambda x,m,c: x*m+c
+
+    pfinal = vt.fit_linear(
+        data.adcval,
+        data.Dv,
+        (0,0)
+    )
+
+    axarr[1].plot(
+        data.adcval,
+        linfnc(data.adcval, pfinal[0].n, pfinal[1].n),
+        color=p[0].get_color()
+    )
+
+    print( pfinal )
+
+
+    vt.annotate_unc(
+        plt, 
+        pfinal[1], 
+        name="\Delta 1V8"+f+"[1]", 
+        data_pos=(np.mean(data.adcval), 1.1),
+        formatting='f')
+
+    plt.xlabel('V$_{IN,EXT} / V$')
+    axarr[0].set_ylabel('V$_{IN,PIT} / V$')
+    axarr[0].set_title("PowerIt ADC Calibration: 1V8 Output")
+    axarr[1].set_ylabel('($V_{IN,PIT} / V_{IN,EXT}$) / V')
+    #-plt.savefig("2kw_direct.png")
+
+    plt.tight_layout()
+    plt.savefig("adccalib_v18" + f + ".pdf", dpi=1000)
diff --git a/data/m02_adccalib_48/processing_adccalib_v48.py b/data/m02_adccalib_48/processing_adccalib_v48.py
new file mode 100644
index 0000000..7d3cdb6
--- /dev/null
+++ b/data/m02_adccalib_48/processing_adccalib_v48.py
@@ -0,0 +1,71 @@
+#! /usr/bin/python3
+
+import scipy.optimize as opt
+import numpy as np
+import pandas as pd
+import matplotlib.pyplot as plt
+import VisTools.plotting as vt
+
+plt.ioff()
+plt.style.use('bmh')
+fig, axarr = plt.subplots(
+    2,
+    1,
+    figsize=(10, 8),
+    gridspec_kw={'height_ratios':[2, 1]},
+    sharex="col"
+)
+data = pd.read_csv("./adccalib_v48.csv", comment="#")
+
+data['Dv'] = data['v_pit48'] / data['v_keith']
+print(data)
+
+axarr[0].errorbar(
+    data['v_keith'],
+    data['v_pit48'],
+    yerr=data['dv_pit48'],
+    label="V$_{MONITOR\_48V}$",
+    fmt='.'
+)
+p =axarr[1].errorbar(
+    data['v_keith'],
+    data['Dv'],
+    yerr=data['dv_pit48'],
+    label=" absolute Error of ADC",
+    fmt='.',
+    alpha=.3
+)
+
+# fit to abs dist
+linfnc = lambda x,m,c: x*m+c
+
+pfinal = vt.fit_linear(
+    data.v_keith,
+    data.Dv,
+    (0,0)
+)
+
+axarr[1].plot(
+    data.v_set,
+    linfnc(data.v_keith, pfinal[0].n, pfinal[1].n),
+    color=p[0].get_color()
+)
+
+print( pfinal )
+
+
+vt.annotate_unc(
+    plt, 
+    pfinal[1], 
+    name="\Delta V48[1]", 
+    data_pos=(47, 1.1),
+    formatting='f')
+
+plt.xlabel('V$_{IN,EXT} / V$')
+axarr[0].set_ylabel('V$_{IN,PIT} / V$')
+axarr[0].set_title("PowerIt ADC Calibration: 48V Input")
+axarr[1].set_ylabel('($V_{IN,PIT} / V_{IN,EXT}$) / V')
+#-plt.savefig("2kw_direct.png")
+
+plt.tight_layout()
+plt.savefig("adccalib_v48.pdf", dpi=1000)
diff --git a/data/m03_poticalib/adccalib_02-eps-converted-to.pdf b/data/m03_poticalib/adccalib_02-eps-converted-to.pdf
new file mode 100644
index 0000000..75b017c
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diff --git a/data/m04_cycledepends/cycledepends_20180529.pdf b/data/m04_cycledepends/cycledepends_20180529.pdf
new file mode 100644
index 0000000..40c5427
Binary files /dev/null and b/data/m04_cycledepends/cycledepends_20180529.pdf differ
diff --git a/data/m04_cycledepends/cycledepends_20180530.pdf b/data/m04_cycledepends/cycledepends_20180530.pdf
new file mode 100644
index 0000000..b6eb658
Binary files /dev/null and b/data/m04_cycledepends/cycledepends_20180530.pdf differ
diff --git a/data/m04_cycledepends/cycledepends_20180605.pdf b/data/m04_cycledepends/cycledepends_20180605.pdf
new file mode 100644
index 0000000..03a5196
Binary files /dev/null and b/data/m04_cycledepends/cycledepends_20180605.pdf differ
diff --git a/data/m04_cycledepends/processing_cycledepends.py b/data/m04_cycledepends/processing_cycledepends.py
index 81204c9..cb04629 100644
--- a/data/m04_cycledepends/processing_cycledepends.py
+++ b/data/m04_cycledepends/processing_cycledepends.py
@@ -6,10 +6,11 @@ import pandas as pd
 import matplotlib.pyplot as plt
 import VisTools.plotting as vt
 import VisTools.tex as vtt
+import sys
 #import uncertainties as unc
 #import uncertainties.unumpy as unp
 
-append = "_20180605"
+append = str(sys.argv[1])
 
 plt.ioff()
 plt.style.use('bmh')
diff --git a/data/m04_cycledepends/processing_cycledepends_raw.py b/data/m04_cycledepends/processing_cycledepends_raw.py
index acb853e..c3d3367 100644
--- a/data/m04_cycledepends/processing_cycledepends_raw.py
+++ b/data/m04_cycledepends/processing_cycledepends_raw.py
@@ -6,10 +6,11 @@ import pandas as pd
 import matplotlib.pyplot as plt
 import VisTools.plotting as vt
 import VisTools.tex as vtt
+import sys
 #import uncertainties as unc
 #import uncertainties.unumpy as unp
 
-append = ""#"_20180529"
+append = str(sys.argv[1])
 
 plt.ioff()
 plt.style.use('bmh')
diff --git a/thesis.tex b/thesis.tex
index 150a337..3f7c516 100644
--- a/thesis.tex
+++ b/thesis.tex
@@ -9,7 +9,7 @@
 \postdate{\par\vspace{3cm}}
 
 \author{Patrick Nisblé}
-\title{$<$ on the calibration and regulation of a PowerIt, english $>$}
+\title{Calibration and Regulation of BrainScaleS' PowerIt Subsystems}
 \begin{document}
     \maketitle
     \thispagestyle{empty}
@@ -29,7 +29,7 @@
     \begin{figure}
         \centering
         \hspace*{-.16\columnwidth}
-        \includegraphics[width=1.3\columnwidth]{./data/m04_cycledepends/cycledepends.pdf}
+        \includegraphics[width=1.3\columnwidth]{./data/m04_cycledepends/cycledepends_20180530.pdf}
         \caption{plotted difference from set input voltage, and fitted linearly, May 30th 2018, $\approx$25\si\degree C}
     \end{figure}
     \include{parts/intro}