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Envelope-to: adivaofira@jrturnerfoundation.org
Delivery-date: Fri, 24 Mar 2023 04:44:24 -0400
From: Data-Afrique consultancy <workshops@data-afriqueconsultancy.or.ke>
Date: Fri, 24 Mar 2023 08:44:14 +0000
Subject: Training Course On Quantitative Data Management, Analysis And
 Visualization With Python
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2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;28/04/2023<o:p=
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2023<B=20
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></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
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3">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>19/06/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;30/06/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$2800<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Mombas=
a<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #505050'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
wDa1Vl3P1I6zn18E3lDmYt5EByYMFjHa7o4AwkkBzAIsTgSiJEMRxLgwS35e6Jk0IawmsY=
YLrKNVx352vsEKoU52Qc77mwx54AgpcYSjTHtP2tY0"><SPAN=20
 style=3D"FONT-SIZE: 8.5pt; BORDER-TOP: windowtext 1pt; BORDER-RI=
GHT: windowtext 1pt; BACKGROUND: #ffc107; BORDER-BOTTOM: windowtext 1p=
t; COLOR: #212529; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT=
: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xrqO6ABZXzLmBQPqJCQ4yiCmrAdxFIfs22YOC8g5DcGum-xJLFv8T-qjpx6odfe2YhNGJ=
LUzyRk02ssINnQ7adn2JPj8q-kz8rjGnH-GF2vmqx0"><SPAN=20
 style=3D"BORDER-TOP: windowtext 1pt; BORDER-RIGHT: windowtext 1p=
t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
ADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 0cm; BORDER-LEFT: =
windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR style=3D"BOX-SIZING: border-box; HEIGHT: 42.4pt; mso-yfti-irow: =
4">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>17/07/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;28/07/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$3500<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Kigali=
<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #505050'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
wDaOwtnUJAMpVGAzmhmR4gYhb7WsLMKEziLfxd4o1C2PxMbMuyzln1shHnwKq_kDZu_Pjv=
WtAoT_53-Ab-i8XoZmmYJg9Lwvn2JXFrrMaFs42pO0"><SPAN=20
 style=3D"FONT-SIZE: 8.5pt; BORDER-TOP: windowtext 1pt; BORDER-RI=
GHT: windowtext 1pt; BACKGROUND: #ffc107; BORDER-BOTTOM: windowtext 1p=
t; COLOR: #212529; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT=
: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xrjGTx_1onTpP1JD9Ds6M4lARAwtbdK5xDR13rZw_f63dgMBBxffesiBvUjttjFMuN_5g=
nHQCmfeFCl8sKR8UcIeqMFiZAzLi-B-cnlzASL8ou0"><SPAN=20
 style=3D"BORDER-TOP: windowtext 1pt; BORDER-RIGHT: windowtext 1p=
t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
ADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 0cm; BORDER-LEFT: =
windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR style=3D"BOX-SIZING: border-box; HEIGHT: 42.4pt; mso-yfti-irow: =
5">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>21/08/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;01/09/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$2500<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Nairob=
i<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #505050'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
wDaYE4yJZ8eVWEsWH6v5_0YsNIb8bH_YVvcNA_keZAiHu_FT-3i7oVf-Z7LHWbDHMd3pZn=
xXwDd-_xd_x3-1aVy0yzJptHoeLj_ahus-ayqpxRk0"><SPAN=20
 style=3D"FONT-SIZE: 8.5pt; BORDER-TOP: windowtext 1pt; BORDER-RI=
GHT: windowtext 1pt; BACKGROUND: #ffc107; BORDER-BOTTOM: windowtext 1p=
t; COLOR: #212529; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT=
: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xrJj1u-ZEBKN3aIF1HGKbrRkkGONHfHRiTUkqcoI7xpdx2C9a91D-OJUJaHv8NB9h3kOu=
HBO3DlYVeGPT9Rz9aYslAXL165mwBEsmL2BxZ6So-0"><SPAN=20
 style=3D"BORDER-TOP: windowtext 1pt; BORDER-RIGHT: windowtext 1p=
t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
ADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 0cm; BORDER-LEFT: =
windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR style=3D"BOX-SIZING: border-box; HEIGHT: 42.4pt; mso-yfti-irow: =
6">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>18/09/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;29/09/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$2800<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Mombas=
a<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #505050'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
wDaHESRCvMfgN6CcAzvJwb4STeK0MNwJGjuPG_E_HQ8PuDOYETq_JAZNPZ83nlmLTKEGli=
Y5MODqB1UM0RCu6pQvTyi6lJdSJ2VFKzce4MNrhta0"><SPAN=20
 style=3D"FONT-SIZE: 8.5pt; BORDER-TOP: windowtext 1pt; BORDER-RI=
GHT: windowtext 1pt; BACKGROUND: #ffc107; BORDER-BOTTOM: windowtext 1p=
t; COLOR: #212529; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT=
: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
 0px; DISPLAY: inline-block; PADDING-RIGHT: 0px; border-radius: 0.2rem=
"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xriTDu4ehV1yB95MlaB6zKxg1YOE1FCGCpdcdU4umbV72iW7bicY5njwoDqWWsiIEHwsy=
1U5TEgYyFsbPCMzwj8fkJzZ1D4hGtyswRsJPvaDZy0"><SPAN=20
 style=3D"BORDER-TOP: windowtext 1pt; BORDER-RIGHT: windowtext 1p=
t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
ADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 0cm; BORDER-LEFT: =
windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR style=3D"BOX-SIZING: border-box; HEIGHT: 42.4pt; mso-yfti-irow: =
7">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>16/10/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;27/10/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$3500<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Kigali=
<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
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"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
wDaxFEdbP5FGz83EEvVT-Aw7vN46GJK36-3oivUGVfwAgLQ900GmOzTEkX76P0VobMxOkV=
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: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
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"=20
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lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xrG9RHLohW0cS740RWlUOY46gDAMlAFyIcW-o3EQRbKA37fKSLJiwUwGWOAKy-XmBKqje=
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t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
ADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 0cm; BORDER-LEFT: =
windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR style=3D"BOX-SIZING: border-box; HEIGHT: 42.4pt; mso-yfti-irow: =
8">
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
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 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>20/11/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;01/12/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$2800<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
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 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Mombas=
a<o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 42.4pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
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"=20
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lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
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t; COLOR: #212529; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT=
: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
 Class</A><o:p></o:p>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
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"=20
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lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqg2GW4uYiLVYA8-Ww70T=
9xrxqDOqSDkMfCK9wNPvbqypfVMk1sK3w_JjWQTy79glFPqrBF5UZZE-8i1Co5B2YaYIaH=
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t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
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windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
 Class</A><o:p></o:p></TD></TR>
 <TR=20
 style=3D"BOX-SIZING: border-box; HEIGHT: 41.8pt; mso-yfti-irow: 9; m=
so-yfti-lastrow: yes">
 <TD=20
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IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
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"=20
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 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>11/12/=
2023<B=20
 style=3D"BOX-SIZING: border-box">&nbsp;-&nbsp;22/12/2023<o:p=
></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>$2500<=
o:p></o:p></TD>
 <TD=20
 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #212529'>Nairob=
i<o:p></o:p></TD>
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 style=3D"BOX-SIZING: border-box; BORDER-TOP: #dee2e6 1pt solid; HE=
IGHT: 41.8pt; BORDER-RIGHT: #f0f0f0; BORDER-BOTTOM: #f0f0f0; PADDING-T=
OP: 0px; PADDING-LEFT: 0px; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0px; =
BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DEE2E6 .75pt=
"=20
 vAlign=3Dtop>
 <P=20
 style=3D"BOX-SIZING: border-box; MARGIN: 0cm 0cm 0pt; LINE-HEIGH=
T: 21pt"><SPAN=20
 style=3D'FONT-FAMILY: "Arial",sans-serif; COLOR: #505050'><A=20
 style=3D"BOX-SIZING: border-box; PADDING-TOP: 0px; PADDING-LEFT:=
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"=20
 href=3D"http://tracking.data-afriqueconsultancy.or.ke/tracking/c=
lick?d=3DWuIWvixUaV-07R291Y06WqLSj1kUn5PVY-cIW6b4Pqgm0IIi9YldeMXiewf1p=
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: 0cm; BORDER-LEFT: windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt=
: none windowtext 0cm">Physical=20
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t; BACKGROUND: #dc3545; BORDER-BOTTOM: windowtext 1pt; COLOR: white; P=
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windowtext 1pt; PADDING-RIGHT: 0cm; mso-border-alt: none windowtext 0c=
m">Online=20
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N>
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>
<FONT=20
face=3DCalibri><SPAN=20
style=3D"FONT-SIZE: 12pt; BACKGROUND: white; COLOR: black">INTRODUCTIO=
N<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black'><o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>This=20
comprehensive course will be your guide to learning how to use the pow=
er of=20
Python to analyze big data, create beautiful visualizations, and use p=
owerful=20
machine learning algorithms. This course is designed for both beginner=
s with=20
basic programming experience or experienced developers looking to make=
 the jump=20
to Data Science and big data Analysis.<o:p></o:p>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>COURSE=20
OBJECTIVES<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>At=20
the end of course participants should be able to=20
understand:<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Research=20
Design<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Python=20
for Data Science and Machine<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Spark=20
for Big Data Analysis<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Implement=20
Machine Learning Algorithms<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Numbly=20
for Numerical Data<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Pandas=20
for Data Analysis<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Matplotlib=20
for Python Plotting<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Seaborn=20
for statistical plots<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>interactive=20
dynamic visualizations<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>SciKit-Learn=20
for Machine Learning Tasks<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>K-Means=20
Clustering, Logistic Regression and Linear Regression<o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Random=20
Forest and Decision Trees<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Natural=20
Language Processing and Spam Filters<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Neural=20
Networks<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Support=20
Vector Machines<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt; LINE-HEIGHT: normal; =
TEXT-INDENT: 7.1pt; mso-margin-top-alt: auto; mso-margin-bottom-alt: a=
uto; mso-list: l0 level1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Research=20
report writing<o:p></o:p>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>DURATION</=
B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>10=20
Days<o:p></o:p>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>WHO=20
SHOULD ATTEND<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>The&nbsp;course=20
targets&nbsp;participants with elementary knowledge of Statistics from=
=20
Agriculture, Economics, Food Security and Livelihoods, Nutrition, Educ=
ation,=20
Medical or public health professionals among others who already have s=
ome=20
statistical knowledge, but wish to be conversant with the concepts and=
=20
applications of statistical modeling using Phython<o:p></o:p></=
P>
=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>COURSE=20
CONTENT<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module1:&nbsp;Bas=
ic=20
statistical terms and concepts<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l7 level1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to statistical concepts<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l7 level1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Descriptive=20
Statistics<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l7 level1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Inferential=20
statistics<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
2: Research Design<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l8 level1 lfo3; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>The=20
role and purpose of research design<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l8 level1 lfo3; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Types=20
of research designs<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l8 level1 lfo3; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>The=20
research process<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l8 level1 lfo3; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Which=20
method to choose?<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l8 level1 lfo3; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Exercise:=20
Identify a project of choice and developing a research=20
design<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
3: Survey Planning, Implementation and Completion<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Types=20
of surveys<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>The=20
survey process<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Survey=20
design<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Methods=20
of survey sampling<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Determining=20
the Sample size<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Planning=20
a survey<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Conducting=20
the survey<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>After=20
the survey<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l10 level1 lfo4; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Exercise:=20
Planning for a survey based on the research design=20
selected<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
4: Introduction to Phython<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l3 level1 lfo5; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Course=20
Intro<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l3 level1 lfo5; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Setup<o:p></o:p><=
/SPAN>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l3 level1 lfo5; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Installation=20
Setup and Overview<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l3 level1 lfo5; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>IDEs=20
and Course Resources<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l3 level1 lfo5; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>iPython/Jupyter=20
Notebook Overview<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
5:Learning Numpy<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Intro=20
to numpy<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Creating=20
arrays<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Using=20
arrays and scalars<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Indexing=20
Arrays<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Array=20
Transposition<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Universal=20
Array Function<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Array=20
Processing<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l4 level1 lfo6; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Array=20
Input and Output<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
6: Intro to Pandas<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>DataFrames<o:p></=
o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Index=20
objects<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Reindex<o:p></o:p=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Drop=20
Entry<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Selecting=20
Entries<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Data=20
Alignment<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Rank=20
and Sort<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Summary=20
Statistics<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Missing=20
Data<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l11 level1 lfo7; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Index=20
Hierarchy<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
7: Working with Data<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Reading=20
and Writing Text Files<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>JSON=20
with Python<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>HTML=20
with Python<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Microsoft=20
Excel files with Python<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Merge=20
and Merge on Index<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Concatenate=20
and Combining DataFrames<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Reshaping,=20
Pivoting and Duplicates in Data Frames<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Mapping,Replace,R=
ename=20
Index,Binning,Outliers and Permutation<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>GroupBy=20
on DataFrames<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>GroupBy=20
on Dict and Series<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Splitting=20
Applying and Combining<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l9 level1 lfo8; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Cross=20
Tabulation<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
8:Big Data and Spark with Python<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Welcome=20
to the Big Data Section!<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Big=20
Data Overview<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Spark=20
Overview<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Local=20
Spark Set-Up<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>AWS=20
Account Set-Up<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Quick=20
Note on AWS Security<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>EC2=20
Instance Set-Up<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>SSH=20
with Mac or Linux<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>PySpark=20
Setup<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Lambda=20
Expressions Review<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to Spark and Python<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l5 level1 lfo9; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>RDD=20
Transformations and Actions<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
9: Data Visualization<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Installing=20
Seaborn<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Histograms<o:p></=
o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Kernel=20
Density Estimate Plots<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Combining=20
Plot Styles<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Box=20
and Violin Plots<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Regression=20
Plots<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l2 level1 lfo10; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Heatmaps=20
and Clustered Matrices<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
10: Data Analysis<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Linear=20
Regression<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Support=20
Vector<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Decision=20
Trees and Random Forests<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Natural=20
Language Processing<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Discrete=20
Uniform Distribution<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Continuous=20
Uniform Distribution<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Binomial=20
Distribution<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Poisson=20
Distribution<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Normal=20
Distribution<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Sampling=20
Techniques<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>T-Distribution<o:=
p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Hypothesis=20
Testing and Confidence Intervals<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l6 level1 lfo11; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Chi=20
Square Test and Distribution<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Module=20
11: Report writing for surveys, data dissemination, demand and=20
use<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Writing=20
a report from survey data<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Communication=20
and dissemination strategy<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Context=20
of Decision Making<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Improving=20
data use in decision making<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Culture=20
Change and Change Management<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Preparing=20
a report for the survey, a communication and dissemination plan and a =
demand and=20
use strategy.<o:p></o:p>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 8pt 1cm; LINE-HEIGHT: norm=
al; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-margin-bottom-al=
t: auto; mso-list: l1 level1 lfo12; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #333333; mso-bid=
i-font-family: Symbol; mso-fareast-font-family: Symbol; mso-bidi-font-=
size: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;=20
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'>Presentations=20
and joint action planning<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Helvetica",sans-serif; COLOR: =
#333333; mso-fareast-font-family: "Times New Roman"'><o:p></o:p></SPAN=
>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #222222; mso-fareast-font-family: "Times New Roman"'><o:p>&nbsp;</o:p=
>
<B=20
style=3D"mso-bidi-font-weight: normal"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #222222; mso-fareast-font-family: "Times New Roman"'>THE=20
END<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #222222; mso-fareast-font-family: "Times New Roman"'><o:p>&nbsp;</o:p=
>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #222222; mso-fareast-font-family: "Times New Roman"'>Looking=20
forward to your attendance.<o:p></o:p>
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif'><o:p>&=
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