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@dartdog
Created September 2, 2016 18:28
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook takes input from any csv file and attepts to plot a target varible against all remaining varibles and give a correlation table. I think it is super useful for evaluating varibles for machine learning use, essentailly it is a 1st look at how much each varible differs by the target class. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#below cell fot Latex control if you use nbconvert to print"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\\pagestyle{plain}\n",
"\\pagenumbering{arabic}\n",
"\\iffalse"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.7.12 |Anaconda custom (64-bit)| (default, Jul 2 2016, 17:42:40) \n",
"[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n"
]
}
],
"source": [
"import sys\n",
"print sys.version\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"matplotlib.style.use('ggplot')\n",
"pd.set_option(\"display.max_columns\",300) #so all columns will display interactivly\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#the cell below is where you get the file if the file is in the same directory as your notebook \n",
"#just put the filename in quotes in the parens. I reccomend taking the varibles in as string 1st \n",
"#We then count the item occurance (ie use them as categorical varibles) and \n",
"#Normalize the result to determine the proportion by class to see how the proprtion differs by class.\n",
"#It is a huge hint as to how usefult the varible can be in your ML process"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df=pd.read_csv('~/Responsestudy/CRI_Set1_combinedstatusgrp.txt',sep='|', encoding = 'utf-8',dtype='str')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>person_id</th>\n",
" <th>zip</th>\n",
" <th>county</th>\n",
" <th>state</th>\n",
" <th>region</th>\n",
" <th>agegrp</th>\n",
" <th>age</th>\n",
" <th>gender</th>\n",
" <th>aid</th>\n",
" <th>hhid</th>\n",
" <th>dob_month</th>\n",
" <th>persontype</th>\n",
" <th>financial_class</th>\n",
" <th>payer_type</th>\n",
" <th>race</th>\n",
" <th>marital_status</th>\n",
" <th>poc</th>\n",
" <th>dwell_type</th>\n",
" <th>income</th>\n",
" <th>pcp_status</th>\n",
" <th>phone_status</th>\n",
" <th>email_status</th>\n",
" <th>portal_status</th>\n",
" <th>home_land_value</th>\n",
" <th>len_of_residence</th>\n",
" <th>combined_owner</th>\n",
" <th>no_of_persons</th>\n",
" <th>mail_responder</th>\n",
" <th>child_0to3_bkt</th>\n",
" <th>child_4to6_bkt</th>\n",
" <th>child_7to9_bkt</th>\n",
" <th>child_10to12_bkt</th>\n",
" <th>child_13to18_bkt</th>\n",
" <th>education</th>\n",
" <th>occupation</th>\n",
" <th>occu_group</th>\n",
" <th>wealth_rate</th>\n",
" <th>donate_charity</th>\n",
" <th>new_mosaic_z4</th>\n",
" <th>new_mosaic_z4_global</th>\n",
" <th>pat_mailings</th>\n",
" <th>nonPat_Mailings</th>\n",
" <th>cmp_start_date_nonpat</th>\n",
" <th>cmp_end_date_nonpat</th>\n",
" <th>cmp_tf_nonPat</th>\n",
" <th>cmp_start_date_pat</th>\n",
" <th>cmp_end_date_pat</th>\n",
" <th>cmp_tf_pat</th>\n",
" <th>ptype</th>\n",
" <th>VISIT_CNT</th>\n",
" <th>min_date_util</th>\n",
" <th>max_date_util</th>\n",
" <th>InPat_visits</th>\n",
" <th>outPat_visits</th>\n",
" <th>first_visit_er_flag</th>\n",
" <th>conversion_tf</th>\n",
" <th>avg_daily_contact_timeframe_nonpat</th>\n",
" <th>avg_daily_contact_timeframe_pat</th>\n",
" <th>status_grp</th>\n",
" <th>pat_relationship</th>\n",
" <th>Non_Pat_Relationship</th>\n",
" <th>HOLDOUT</th>\n",
" <th>head_of_household</th>\n",
" <th>combined_status_grp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>21532802</td>\n",
" <td>61032</td>\n",
" <td>17177</td>\n",
" <td>IL</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>57</td>\n",
" <td>M</td>\n",
" <td>99595</td>\n",
" <td>280170</td>\n",
" <td>6</td>\n",
" <td>C</td>\n",
" <td>9320</td>\n",
" <td>NK</td>\n",
" <td>W</td>\n",
" <td>S</td>\n",
" <td>N</td>\n",
" <td>S</td>\n",
" <td>E</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2000</td>\n",
" <td>15</td>\n",
" <td>H</td>\n",
" <td>1</td>\n",
" <td>U</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>1</td>\n",
" <td>00</td>\n",
" <td>I6</td>\n",
" <td>2</td>\n",
" <td>U</td>\n",
" <td>J36</td>\n",
" <td>F</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" <td>2010-05-10 00:00:00.000</td>\n",
" <td>2011-06-09 00:00:00.000</td>\n",
" <td>395</td>\n",
" <td>2014-12-16 00:00:00.000</td>\n",
" <td>2016-05-31 00:00:00.000</td>\n",
" <td>532</td>\n",
" <td>Pat</td>\n",
" <td>1</td>\n",
" <td>2014-10-20 00:00:00.000</td>\n",
" <td>2014-10-20 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1229</td>\n",
" <td>49</td>\n",
" <td>133</td>\n",
" <td>Converted</td>\n",
" <td>y</td>\n",
" <td>y</td>\n",
" <td>n</td>\n",
" <td>1</td>\n",
" <td>S1_Converted_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>21522406</td>\n",
" <td>53530</td>\n",
" <td>55065</td>\n",
" <td>WI</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>39</td>\n",
" <td>F</td>\n",
" <td>99616</td>\n",
" <td>141188</td>\n",
" <td>8</td>\n",
" <td>C</td>\n",
" <td>9030</td>\n",
" <td>PK</td>\n",
" <td>W</td>\n",
" <td>M</td>\n",
" <td>Y</td>\n",
" <td>S</td>\n",
" <td>E</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>8000</td>\n",
" <td>14</td>\n",
" <td>H</td>\n",
" <td>6</td>\n",
" <td>M</td>\n",
" <td>Y</td>\n",
" <td>U</td>\n",
" <td>U</td>\n",
" <td>U</td>\n",
" <td>U</td>\n",
" <td>2</td>\n",
" <td>17</td>\n",
" <td>K3</td>\n",
" <td>2</td>\n",
" <td>Y</td>\n",
" <td>J35</td>\n",
" <td>I</td>\n",
" <td>10</td>\n",
" <td>20</td>\n",
" <td>2010-04-29 00:00:00.000</td>\n",
" <td>2014-08-26 00:00:00.000</td>\n",
" <td>1580</td>\n",
" <td>2014-12-16 00:00:00.000</td>\n",
" <td>2016-05-31 00:00:00.000</td>\n",
" <td>532</td>\n",
" <td>Pat</td>\n",
" <td>7</td>\n",
" <td>2014-10-14 00:00:00.000</td>\n",
" <td>2014-12-16 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>49</td>\n",
" <td>79</td>\n",
" <td>53</td>\n",
" <td>Converted</td>\n",
" <td>y</td>\n",
" <td>y</td>\n",
" <td>n</td>\n",
" <td>1</td>\n",
" <td>S1_Converted_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21559829</td>\n",
" <td>61048</td>\n",
" <td>17085</td>\n",
" <td>IL</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>56</td>\n",
" <td>M</td>\n",
" <td>98315</td>\n",
" <td>322637</td>\n",
" <td>5</td>\n",
" <td>C</td>\n",
" <td>9010</td>\n",
" <td>PK</td>\n",
" <td>W</td>\n",
" <td>M</td>\n",
" <td>N</td>\n",
" <td>S</td>\n",
" <td>E</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22000</td>\n",
" <td>22</td>\n",
" <td>H</td>\n",
" <td>5</td>\n",
" <td>U</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>2</td>\n",
" <td>00</td>\n",
" <td>I2</td>\n",
" <td>5</td>\n",
" <td>U</td>\n",
" <td>E21</td>\n",
" <td>B</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2010-03-19 00:00:00.000</td>\n",
" <td>2011-01-24 00:00:00.000</td>\n",
" <td>311</td>\n",
" <td>2016-07-20 00:00:00.000</td>\n",
" <td>2016-07-20 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>Pat</td>\n",
" <td>8</td>\n",
" <td>2016-03-29 00:00:00.000</td>\n",
" <td>2016-07-13 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>1891</td>\n",
" <td>103</td>\n",
" <td>0</td>\n",
" <td>Converted</td>\n",
" <td>n</td>\n",
" <td>y</td>\n",
" <td>n</td>\n",
" <td>3</td>\n",
" <td>S1_Converted_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>21545709</td>\n",
" <td>61032</td>\n",
" <td>17177</td>\n",
" <td>IL</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>61</td>\n",
" <td>F</td>\n",
" <td>98265</td>\n",
" <td>164615</td>\n",
" <td>7</td>\n",
" <td>C</td>\n",
" <td>9010</td>\n",
" <td>PK</td>\n",
" <td>W</td>\n",
" <td>M</td>\n",
" <td>N</td>\n",
" <td>S</td>\n",
" <td>F</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2000</td>\n",
" <td>11</td>\n",
" <td>H</td>\n",
" <td>3</td>\n",
" <td>M</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>1</td>\n",
" <td>00</td>\n",
" <td>I5</td>\n",
" <td>6</td>\n",
" <td>U</td>\n",
" <td>Q64</td>\n",
" <td>D</td>\n",
" <td>26</td>\n",
" <td>18</td>\n",
" <td>2010-05-25 00:00:00.000</td>\n",
" <td>2012-10-31 00:00:00.000</td>\n",
" <td>890</td>\n",
" <td>2013-02-01 00:00:00.000</td>\n",
" <td>2016-08-26 00:00:00.000</td>\n",
" <td>1302</td>\n",
" <td>Pat</td>\n",
" <td>9</td>\n",
" <td>2013-01-04 00:00:00.000</td>\n",
" <td>2014-03-05 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>65</td>\n",
" <td>49</td>\n",
" <td>50</td>\n",
" <td>Converted</td>\n",
" <td>y</td>\n",
" <td>y</td>\n",
" <td>n</td>\n",
" <td>1</td>\n",
" <td>S1_Converted_1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>21559087</td>\n",
" <td>53520</td>\n",
" <td>55105</td>\n",
" <td>WI</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>64</td>\n",
" <td>M</td>\n",
" <td>97413</td>\n",
" <td>618981</td>\n",
" <td>7</td>\n",
" <td>C</td>\n",
" <td>9320</td>\n",
" <td>NK</td>\n",
" <td>W</td>\n",
" <td>U</td>\n",
" <td>N</td>\n",
" <td>S</td>\n",
" <td>D</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>36000</td>\n",
" <td>18</td>\n",
" <td>H</td>\n",
" <td>2</td>\n",
" <td>M</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>N</td>\n",
" <td>1</td>\n",
" <td>05</td>\n",
" <td>K4</td>\n",
" <td>3</td>\n",
" <td>U</td>\n",
" <td>E21</td>\n",
" <td>B</td>\n",
" <td>15</td>\n",
" <td>21</td>\n",
" <td>2010-03-19 00:00:00.000</td>\n",
" <td>2013-11-08 00:00:00.000</td>\n",
" <td>1330</td>\n",
" <td>2013-12-16 00:00:00.000</td>\n",
" <td>2016-06-29 00:00:00.000</td>\n",
" <td>926</td>\n",
" <td>Pat</td>\n",
" <td>5</td>\n",
" <td>2013-12-03 00:00:00.000</td>\n",
" <td>2014-08-26 00:00:00.000</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>25</td>\n",
" <td>63</td>\n",
" <td>61</td>\n",
" <td>Converted</td>\n",
" <td>y</td>\n",
" <td>y</td>\n",
" <td>n</td>\n",
" <td>1</td>\n",
" <td>S1_Converted_1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" person_id zip county state region agegrp age gender aid hhid \\\n",
"0 21532802 61032 17177 IL 2 5 57 M 99595 280170 \n",
"1 21522406 53530 55065 WI 2 3 39 F 99616 141188 \n",
"2 21559829 61048 17085 IL 2 5 56 M 98315 322637 \n",
"3 21545709 61032 17177 IL 2 5 61 F 98265 164615 \n",
"4 21559087 53520 55105 WI 2 5 64 M 97413 618981 \n",
"\n",
" dob_month persontype financial_class payer_type race marital_status poc \\\n",
"0 6 C 9320 NK W S N \n",
"1 8 C 9030 PK W M Y \n",
"2 5 C 9010 PK W M N \n",
"3 7 C 9010 PK W M N \n",
"4 7 C 9320 NK W U N \n",
"\n",
" dwell_type income pcp_status phone_status email_status portal_status \\\n",
"0 S E 0 1 0 0 \n",
"1 S E 1 1 1 0 \n",
"2 S E 1 1 0 0 \n",
"3 S F 1 1 1 0 \n",
"4 S D 1 1 0 0 \n",
"\n",
" home_land_value len_of_residence combined_owner no_of_persons \\\n",
"0 2000 15 H 1 \n",
"1 8000 14 H 6 \n",
"2 22000 22 H 5 \n",
"3 2000 11 H 3 \n",
"4 36000 18 H 2 \n",
"\n",
" mail_responder child_0to3_bkt child_4to6_bkt child_7to9_bkt \\\n",
"0 U N N N \n",
"1 M Y U U \n",
"2 U N N N \n",
"3 M N N N \n",
"4 M N N N \n",
"\n",
" child_10to12_bkt child_13to18_bkt education occupation occu_group \\\n",
"0 N N 1 00 I6 \n",
"1 U U 2 17 K3 \n",
"2 N N 2 00 I2 \n",
"3 N N 1 00 I5 \n",
"4 N N 1 05 K4 \n",
"\n",
" wealth_rate donate_charity new_mosaic_z4 new_mosaic_z4_global pat_mailings \\\n",
"0 2 U J36 F 4 \n",
"1 2 Y J35 I 10 \n",
"2 5 U E21 B 1 \n",
"3 6 U Q64 D 26 \n",
"4 3 U E21 B 15 \n",
"\n",
" nonPat_Mailings cmp_start_date_nonpat cmp_end_date_nonpat \\\n",
"0 8 2010-05-10 00:00:00.000 2011-06-09 00:00:00.000 \n",
"1 20 2010-04-29 00:00:00.000 2014-08-26 00:00:00.000 \n",
"2 3 2010-03-19 00:00:00.000 2011-01-24 00:00:00.000 \n",
"3 18 2010-05-25 00:00:00.000 2012-10-31 00:00:00.000 \n",
"4 21 2010-03-19 00:00:00.000 2013-11-08 00:00:00.000 \n",
"\n",
" cmp_tf_nonPat cmp_start_date_pat cmp_end_date_pat cmp_tf_pat \\\n",
"0 395 2014-12-16 00:00:00.000 2016-05-31 00:00:00.000 532 \n",
"1 1580 2014-12-16 00:00:00.000 2016-05-31 00:00:00.000 532 \n",
"2 311 2016-07-20 00:00:00.000 2016-07-20 00:00:00.000 0 \n",
"3 890 2013-02-01 00:00:00.000 2016-08-26 00:00:00.000 1302 \n",
"4 1330 2013-12-16 00:00:00.000 2016-06-29 00:00:00.000 926 \n",
"\n",
" ptype VISIT_CNT min_date_util max_date_util \\\n",
"0 Pat 1 2014-10-20 00:00:00.000 2014-10-20 00:00:00.000 \n",
"1 Pat 7 2014-10-14 00:00:00.000 2014-12-16 00:00:00.000 \n",
"2 Pat 8 2016-03-29 00:00:00.000 2016-07-13 00:00:00.000 \n",
"3 Pat 9 2013-01-04 00:00:00.000 2014-03-05 00:00:00.000 \n",
"4 Pat 5 2013-12-03 00:00:00.000 2014-08-26 00:00:00.000 \n",
"\n",
" InPat_visits outPat_visits first_visit_er_flag conversion_tf \\\n",
"0 0 1 0 1229 \n",
"1 0 7 0 49 \n",
"2 0 8 0 1891 \n",
"3 0 9 0 65 \n",
"4 0 5 0 25 \n",
"\n",
" avg_daily_contact_timeframe_nonpat avg_daily_contact_timeframe_pat \\\n",
"0 49 133 \n",
"1 79 53 \n",
"2 103 0 \n",
"3 49 50 \n",
"4 63 61 \n",
"\n",
" status_grp pat_relationship Non_Pat_Relationship HOLDOUT head_of_household \\\n",
"0 Converted y y n 1 \n",
"1 Converted y y n 1 \n",
"2 Converted n y n 3 \n",
"3 Converted y y n 1 \n",
"4 Converted y y n 1 \n",
"\n",
" combined_status_grp \n",
"0 S1_Converted_1 \n",
"1 S1_Converted_1 \n",
"2 S1_Converted_1 \n",
"3 S1_Converted_1 \n",
"4 S1_Converted_1 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"col=list(df)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def filter_function(col, b):\n",
" return filter(lambda x: x not in b, col)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"b=['status_grp','combined_status_grp','hhid'] #put anything you don't want in this list It should \n",
"#include the target varable since you don't want to plot against itself"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"col=col[1:] # this removes the 1st column in my case it is malformed and has a unique id which is not needed\n",
"col=filter_function(col,b)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#col=col[0:15] #You can use variants of this to select specific columns if you want to choose by range"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"depvars=col\n",
"target='combined_status_grp'"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#cell below for Latex control"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\\fi"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"zip\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.960626 0.803159 0.841762\n",
"S1_Converted_1 0.960626 1.000000 0.846310 0.884926\n",
"S1_Nonpatient_1 0.803159 0.846310 1.000000 0.997012\n",
"All 0.841762 0.884926 0.997012 1.000000\n"
]
},
{
"data": {
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/qB9pBLYNUtsnZkmfv6i33zscw36l4bt9JF3EEEn+MUWSv6iXomIPmzr0ZxP9\nGRBmOYdc4duqGbbRWjLaJ7ZIt4+ol8jzgLQWWze5lVeskuQvhAgt6CIvyf6xRJK/ECKk4Kqekvxj\niSR/IURI9it8kau1Y4okf9HI5IRva2bIUM+YJclfNDJJGLFDvstYIslfRCyo5SfD/tqGoK9cvvNY\nIuP8Rd3iPOAwT/dVduIY0gpsI2zfunzlMaXO5K+UcgAvAv2BMmCE1nqjbf6NwE1ABfCY1vozpdR+\nwDpgpbXYx1rrqdEOXjSNdsd+A4BhDAOHJII2xV+V/KXPP7ZE0vK/EEjUWg9USp0EZFnTUEp1Bm4B\njgWSgflKqa+sx+9prW9rnLBFcwja9+WuTm2CfXinpP7YEkmf/yDgCwCt9SLgeNu8E4H5Wmuv1roQ\nWA/0A44DjlNKfauU+rdSqkuU4xbNwDDM1t+8X7aQm1/W3OGIRuI3DL5YlE1Ofmm1i7zkgB9LIkn+\n6UCB7bFXKeUMMa8YaA+sAR7UWp8GzAKkyycGGIbBpp1FvDdvPf+cp5s7HNFIftU5vP+/DUx6Z0n1\nsZ7NF5SIuki6fQqBNNtjp9bab5uXbpuXBuQDiwG3Ne1j4KFIgsnMTKt7oWbWlmPcv2MqucUVONNz\nceypSgThXi8xMT6wJdiXa8ufYzQ1RozG+lwACko8JCZUpYjklKR6vV5b/RwbQzTjjCT5LwCGAx8o\npQZQdRIXzCT/qFIqAWgHHAasAt4GPgT+A5wJLIkkmJycosgjbwaZmWltOsacnCI25mSTeNgvJGSn\nw87OgemhlJdXBD2/sWOMlrYcY3FRVZdeWVkFEA9AUVHpPr9eW/4co622OBtyMIgk+X8MDFVKLbAe\nX6eUGgus11rPUUo9D8zHHBJwr9bao5S6B5iulBoFlAAj6h2haDEMA0p85j15Ha6KOpYWMcHe0yPj\n/GNKnclfa20Ao6pNXmeb/wbwRrXnbAKGRCE+0YLYu3ylTn/bIMM7Y5dc4StqmPH5GmbP/6PGdPuF\nXQ5Dkn/bIPfwjVVyha+o4YcVOwA4f1CvoOl+W1VHR4SjvqXd2LoFt/zl24wl0vIXEfMHlfeVln+b\nYPuFZ/iaMQ4RdZL8RcSCWv6RdvtIn3ErZ7/CV77LWCLJX4QVdCcnW8s/0na/pIvWLfgkv3ybsUSS\nvwgrqIpzvU74SsJo1WwbgGFAcWkFXl9kZ34ListltFALJslfBKm+s/rtLX+5jV+bEHyKt+qR1+fj\n1ud+YMKo/UjZAAAbQklEQVT0xXWu46ffdjJ22gJmfb+xzmVF85DkL4KEa6j5bGf8HBEeB6SfuJWz\nfX0VFeb3vyPPHWLhKr/oHADmLd7cKGGJhpPkL4L4q2V/I0TLP9JuH0n+rY9h+Ik7YB2OpOKg798w\nDBxJxebNfepQddMf0VLJOH8RpHrXjv1h0Alf2atj1taK9cQfsJG4ztlQfEpgus/wkdRvPobPBQwL\nu47APX9kO2mxpOUvgtTYWW2PfYZhexxhy1/2/lbHY5iF3Rxx3qANwusz6zk5XBEM+HfI3b9aOkn+\nIkj1bh9/0M9+f2BnjrjbpwLU0iFk5HZj/ood5g1CROthL+e/D+UdnIGWvyT/lkqSvwhSY7SPrd/H\nbxhm639f1pcTR3xFEgduPJrpn6/hgTcWRSVO0XiCvuGgcz6RZ3+fo5z4nqvwOes+OSyah/T5iyDV\nR3MaVO3wPsMf6PePuOVvGEEdRJ4KqQ7W8tV+gPdF0PQvXrEMf3EJOxNXE5e6lZLScuD0KMcnokGS\nvwhS/YSvzx882qcq+TdpWKKZ2EdrRdKFs+35ZwHwX3aC+b9L7vXcUknyF0FqXuTlJzW/I05/HH4M\n2/xIh3rauCrAFx+VOEXjCdoG7KO9/HWf6F3a7WzcCelAtvV0+aXXUkmfvwhib/gbhoHP8NNz3Yl0\n33AsfsOPz79vLf+4svLA3/EHyU3fWx37aK9arvD2ezxseepxCub/AMDe5K6Ux6XgrEwt8hOxxZLk\nL4JUdvsM2/0ja0feyJI1OwPzDL+Bz+vn8F/OwlVyWETrS82vuueoM20vSEuwFai9q8dfS03nkpXL\nydm0i61vvxM03RFILZL8WypJ/iJI5c7evaKYremK2fNWB+Z5/V4q8v24/HE4vRn7vG5nuxISDl0a\ntVhF4zBCPKo+DBgg9/etLOp+Icu7nhE0PdDgd8jBvqWSPn8RZHvJDpztc1hqXcHpNAoD83xeP36f\nn8gLOkP1VOLKyIlClKIxBZV0sN+/x1ez5b9zj7lsQbvOQdOd1s1+pLxHyyUtfxHkFf0yiWpJ4LHT\nXtWxrIKkPXn7tD7Z9Vsfw4AOO3sQX54UdJivbbRPUYXZfnQa3qDprso7vUnLv8WS5C/CctnH+btL\n9+kqT9E6+XPj6JZ9JL3WDKCgIr9qei1ffuU54LhqyT/BnchhS84kuXjfuwdF05DkL8Jy2XZ4f0kp\ntbXlK7xmd4BhGJR5gpOANP1bn6S9ZgmOBE8yOeU7AtN91a7w9fuNwAggB8HfffqWdOJ8CfT8XTVB\nxKI+JPmLsJy2n+3+0vKgu3lVGvn0dwD8+5sN3Jz1PTvySgLzpM+39WlXVHtJhm1b95JklWZ6/+v1\nPPLmz+y2DhQYBjdnfR9YNqXEHOLbrky+/5ZKkr8IK6H97sDf/jJP2GT+1c9bANDZ+SGXES1fqG+4\ng+cw+qw4G4D0ubM5cu2POLBV76z1CuB9GRwgmpIkfxFWfMauwN++Mk/tmaH6DWBCrKv7uuNI29sp\nesGJxmH7PqvXcDIcLjpuP5g/Oh5HToejqUzuDsOPs9ZrOCT5t1Qy1FOE5fJXtQ8Mr2/f7+NrWzw9\nvzPp+eaQQL/hJ7d0D52SO0YjTBFNdXzFXbbaLvBzVF3MFWf4A7m+spyfIcm/xZKWvwjL6XMF/vZV\nGOCrmRkcGLVeAAS15xFfeTnzNn/HQz89xZJdy6MVqogSe9decn7P8Avbqjg4pdunVZHkL8KK99pb\n/v5a+3UdGGzLKQEMHAmlgd296OfFHLCl5kVdC175iBXrVtB3WR/mr18cNM/nduPZsT2ab0Hsq6C7\nt3UJv6x11xbD4QgaFhzgcJBXIJU9WyJJ/iIsl69qE/H7/Bi1tPydBkyYvpj4g1eSdPR35HvNhL9m\n1res73hijeVXbneRueRA8PQheYGDwsU/YXjNYYK/T5zImocm4XOX1HieaBr7MkLLwGX978BlvzLY\n1u1z3+s/RTdAERXS5y+CZG4/hHbF6YHHcZ6UwN9+H7VWaXRYySKuo9liz/PtAI5mdXLfWl+jfaqL\n4txEcMF+RXEsfv97jtq+k9TeB7Mw9RTcHdpzSF4BqckptT5fNK59OatjBPp9nMS3y4eKyu+s6leA\n3MCnZZLkL4J03hp8UU5ccb/A3xVeL7hCJ/9KRojplZyUBUaR5KT2JCe1J8YfucR9/ynuTqcAUOr2\nkFrfNyEaZh+yv99hphDD4SCp+2/wezdrFXLCt6WTbh8RUNvl+3YF5flQy/084hMLODNnEZl7KoCq\nYmChdvtdhblUzzDlznastRI/WMNKRaMz/H5+mT6L3Sts91rYh4a6z2HenMfAgdNvTycO2//S8m+J\nJPmLAF8dd2pyGHG1nvDtF7eMgsyTGbDYavX5fKx+8lkq/CHSv99R41dBQrUbfJWXliMaX/aiVfy8\nuz0fz9laNXFfWv5OK/k7nFXF3IDS+P2t6Q5w+tk9axZb3pgROLcjmp8k/xbivz9v4btl26K6zi8W\nZfPDishHznhruVmHncNw1dqIi3d3B+CPDuZ9WxNzS/jOOBpPXHKt6zEMJzUyjLci6KF763Z+XLSe\nuT9tjiz4JvTZwk0s/G1n0DSdvZd3v1oXcshrS/DfX7bwbbVtLGfvHgD8ThfuPQW8Pmc1/lpO6tfF\nwBko41x9enL7zXy+3MHcXQcyb9JLrHjmRfwVreuX3Zbdxbzx2epAHatYIH3+LcQ/v14PwOCjD4ja\nOt//3wYATu3XLaLlfXUkfwxnrS3/xPJkSpPMv10+A18dJ/j8PieOakeRsvLg9X67IZHeCz/kP5kn\nMuyk7jgcLaPv2G8YfPjdRgBOPrJqGOST75k3qTn+sExU9/2aJba6/HOeuY2dZtvGdhYUAO0B+HHS\nKyw69ABONox9Hp7vd8aRmleziJvfGU/n9hsp3dsHgA0JR7GhAjKXrqXrif1qLN9STZq5hHKPjx6d\n0zjz+IOaO5yoqDP5K6UcwItAf6AMGKG13mibfyNwE1ABPKa1/kwptT/wHpAEbAeu01rLYN8QqldL\njAZPxb63UCrq+kluxEEtseYndQ/8fdyv3fB1raixTPB6ah5EtvlqJswNmQM4rUBTXvEnkhJaRjvF\nXRb+M/Lu6xXQ1eT+upLfvvqZU0ZfSlxaWo35Jdlb+e7FTzj+wpPJPO+0iNcb6spsv207Wd/xRBJ6\nf45jT/0qcSa6a29kHLBhEOXVvr6S0tbV/VPuMT8njzd2zl9E0u1zIZCotR4IjAeyKmcopToDtwAn\nA8OAx5VS8cCDwLta68HAMuDv0Q48lpTYEorXF52Ny77OUF0RFQWFfD/lnxT8nm0+rrOf3VVnf7Db\nOAZ/UXz4hXAR6UnAkvaKwiKzcqRhGGz5dhHe0uZrR5SUhj+weTwN6xb4/NMNrOZgVnz6Y63zF8/+\nmc0ZfZn31R/7tN6Ssqq4K2wJzFvtYNZxVwcMf3SH2JbH1VxfmfWdiuYTSfIfBHwBoLVeBBxvm3ci\nMF9r7dVaFwLrMX8hBJ4DzAWCb/ApgtgTSl3JpT7rLC2vvZW16N/f8Vt5V7765yLzOYVFtS5XyUt7\nijzdwy4DYBTUcQMPIw53fGa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UTMzuIw/wltZ6TajlI/CGFeMPmMlzJOaGuAT4QillAP/W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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa218e9d510>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"county\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.994240 0.747636 0.800018\n",
"S1_Converted_1 0.994240 1.000000 0.754521 0.806911\n",
"S1_Nonpatient_1 0.747636 0.754521 1.000000 0.996476\n",
"All 0.800018 0.806911 0.996476 1.000000\n"
]
},
{
"data": {
"image/png": 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DPX4lZ7E1H7+iJCQi+IFgqJ0tyRwq/AoQ683oAC5FaSQcdnr1VNYE2tmSzKHC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\nFKWL8f+xqfmxgp88FQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21ab5e490>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"state\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.998677 0.998549 0.998989\n",
"S1_Converted_1 0.998677 1.000000 0.994918 0.995817\n",
"S1_Nonpatient_1 0.998549 0.994918 1.000000 0.999956\n",
"All 0.998989 0.995817 0.999956 1.000000\n"
]
},
{
"data": {
"image/png": 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/+j3NzRM499yLOOCA75PL5braEveI6+rSLFmyGACtNQALFswnm81yxRXXcvbZ\n53HNNf3PDZg+fUPmzXutax/GRzC9X7PW/wRg6dIlZLNZJk5cfcDXJkaHQNlYeDSl+w/kcSfLT1iA\nWXrkNcjPh4ftljNwgHYyaZTxMWUUeS3lgAMO4JRTTue4447CGMPs2Tfw4IP3c+yxR1AoFDjssKNo\naWlZKSD1d7lQyHPiicfQ2dnJj398VnyLfp+7paWF73733znuuCPx/YB11lmXnXfejYMOOowLLjiX\np5/+A9OnT+33/gAzZmzEeeedxcMPP0AQBBx66JEAbL75lpx++kmccsoZnH/+2fz976+RSqX4zGem\nsnjxYjbccAb33nsXn/3s59hvvwO4+urLmTx5bSZNmgSEPek777ydP/3pKYwxHHFE79NO3WbN2ptL\nLz2f4447ismT16auLr3KvgFYsmRJdA6hndNO+8mgTuKKyguUg22yNKX7r97V2NTAMkzXeHopKhx3\nrCgzFqYIjVZJ2nfPz+8mu2wa67UsYa8f7jvgbW+/5Elsk+WQs/fGUkM/QKuF/Vctcdv+/vfX6OzM\nss02M/nwww847bQT+PWvH1rptv1Nz6xE+0arsdC+hZ+u4OeX/4m0v5S9Tt2FNer7Por604K/on/T\nSoO3nIPO3Te+f7+/1NIjr0VR7hSnrvTbaxkPoxwKXoFMHxW9a9Xdd9/Byy//tasXa4xBKcVZZ53H\n2muvU5E2XH315bz77oKuNjiOhecFnH/+JZx//tnceeft+L7PqaeeUZH2iJHndXZilA3K67PMW6yp\nrh7LLCVIeLQsgbwGGS88yqrL1JW8rcInwKGjkB9XgfyQQ47gkEOOqGobegfonj3K66+/dcD77rnn\nrBFrlxg5hfaoUITy+yy8HGtM12MZjyBhAWY52VmLopltXblUBmAZn0A5tOcl15kQIy0uvIzycPqo\n1xlrlkAu4pWaA60ciyl8fOXQIYFciBEXFzo3JVZd16cyKDx8ZZPkPKYE8loUBfLGxtKLbpUKQFm0\nJ6zWLYQYvM64R24NnJk0Y6dBeQRWiqBYOgOiBPJaFAXyhubGkje1CHsG2Sg/ixBi5GTbwkDeX+Hl\nWNpJo6L80sW20p0sCeS1KFrg09CcYGglOsTrbJdALsRIy3UkC+Qpy8GosNeeT3C0LLNWalGclCdJ\nII8+UEmLvFbbfffdzUsv/QXP87Btm2OPPRHX/RwAN9wwmylTprH33t8e8DHmzn2Vu+++Hc/zyOVy\nfP3r3+SBvjdcAAAgAElEQVRb3/pOJZoPwIMP3s++++6f6La33nojU6dO63eWyooVy7nggnMoFAqs\nscaanHXWeaTT/c+GENXV2ZkHnGSRNxp+yXeUPn8lgbwWRT3ydFPpMXLLVhBAIVdeIL//6fn89Y2F\nq1xv2ypxop/etvncWuy/84x+t7/77js899wz3HLLnQDMn/8Wl1xyHtdeezMXXfRTPvzwA6ZMmTbg\nc3zwwQdcd92VzJ59Ey0tLeTz4erR9dZbn223nTmodpfrF7/4j8SBvJS77rqD3Xbbgz33nMV9993N\nnDkPsv/+/z4sjy2GX64zBzQlyophVAAGcgmGViSQ1yQbZQLsJNMPbSAAr8xAXg1NTU18+umnPPro\nHGbO3I4ZMzbi9tt/weLFizj88KP5v/97vuRjzJkzhz32mBXlbYF0Os3s2TdQX9+A53n87GcX9ply\nd6ONwpS72WyWCy+8jGef/TNtbW0ceuiRFItFDjnke9xzz695+OEHeOqp/0Ypxa67/hv77vtdLr30\nAlasWE5raytf/vL2tLa2Mnv25ZxwwqlcddXP+PDDDzDGcPrppzJt2uf485//yC9+cSctLatTLBaY\nOnVav6/ntdde5eCDDwPChF+33XazBPJRrJgPk6ypVIJIbgXgQ0e7BPJxyUTZ1ax+iiD0ZNkKiuDn\nkxV5je2/84w+e88juUx6zTUncfnls3nggd9w1123U19fz5FHHsNOO+3M2muvwwsvPFfyMRYuXMgX\nvrByHvCGhvCk8Jw5v6OlZSLnnnsh2WyWww8/kC9+Maw1vvHGm3LCCady220388c/Pslee32bY489\nnEMPPZJnn/0ftt9+Rz788AOefvopbrnlPwA46aRj2WabsJf/xS9uy/77fw8Ih1ZOOeUMHn74AVpa\nJvKTn5xLa+sKTjzxh9x++73ceOO13HXXr2hubub0008c8PVks1kaG5ui19FAR4ec6xjNCsXwBKaq\nK/3dNJYBH3IJhj0lkNeYwAQYbKwgYWWRlAU5CAoDT4caDT766EMaGho588yfAqD1G5x22glstdU2\nNDcnq9W43nrr8emnn6x03fz5b2GM4b333imZcnettSazbNlSmpub+exnP8fcua/y+OOPctxxJzN/\n/lt88snHnHjiMRhjaG9v67r/lCmrJut6++23ee21V3n99b9jjMH3fZYvX8aECRO6Xs+mm24+4Otp\nbGwkm81SV1dHNpulqakp0X4Q1eEV48LLpUOvsQ0UoTNbeoxcZq3UmGIQrgazSBaY43wspjj6A/n8\n+W8xe/YVeF74I7X++uvT1NSEbSf/GM+aNYvHHpvD8uVhathsNsuVV17KkiWLmTZtA1599ZXo+tIp\nd7/5zX347W9/RT5fYMqUqUyZMpUNNtiQ66+/lRtu+Dl77vlNNtwwPGqxrJ5tDM8hTJ06lV133Z3r\nr7+Vq666nj322COqANTelbr2jTdeH/D1bLbZFrzwwrMA/N//PccWW3wh8b4Qlef7UR6kTIIT0lEa\n6lyn9MjHnbyXD9NkBsnGvFN1YSWSOD/LaLbTTl/j/fff5YgjDqKhoQFjAn70oxO7hkaSpHFdb731\nOOaYEzj77NOxbZtsNss3v7kPM2duh+d5XH75xQOm3O1pyy234sorL+0qPjFjxkZstdU2HHPM4RSL\nRTbeeBPWXHPSKvebNm0DLrrop5x55k+57LKLOO64o8hmsxx00IE4jsPJJ5/OyScfx2qrrVayyPTB\nBx/GxRefz+9//zCrrdbC+edfXHIfiOoJfEBBqr70+as4kBdypRcESRrbXsZCKsyB2vdJ22IevvE1\n6r2lHHxu6Sl1f/rNE7zxToZMegGHnnzYiLev2kZz+0Zz20DaN1STJjVz3Um3scJeh3V2KLDPDv82\n4O3/4847KSzcgPWaFrPXcd+RNLbjSWtHB0ZZXQt9Sqmvj4oWjP6RlbKcffbptLV1f6mNMTQ1NXPH\nHT+vYqsGx/M8Tj75R6scGUyZMpXTTjuzSq0SgxEXiqhPsOrajoY9vQTDnhLIa0zHinDWgko4Rp5p\nqAdymBqr23vJJf2XUhtrHMfhhhvG3g+QWJWJAnlTc+mT0naUhtr3Sn855WRnjWmPeqFKJRsya4x6\nBiqQMmFCjLQAG2V8JtSXXqyXio6W/QR9MgnkNSbO5ZA8kEcfqEA+CkKMtAALO/BoypROn5FuCG8T\nJDhalm9vjYnzHasSSXliDU1RjzxhkVchxOCFU4OLNGdK98gzE+JAXvpoWb69NaYQzTm1kpX6I90Y\nlnczSZI/CCGGJFAOynjUO6XLKjZGi8JMgjAtJztrjJ8P55wqO9mYt9MYf6DGRiCX7Id9u//+X7Fs\n2TKOPvpHw9FEMQKMMQTKwTHegPU6YxMam8As75rpMhAJ5DXGz4dnRmwnYfXtdBplfMoN5L+b/yiv\nLJy3yvW2pfCDwa1N+MJam/HtGf0HLMl+uKp8Ps8VV1zM66//g69+dZdheUwxMvxCkcByUIGPneCQ\neUJ9A7bxMAm+mxLIa4wfJeWxU8lGzZRS2EGyD0u1SfbDVRUKBfbYYxZbb/0l3n//veHa1WIE5Fo7\nwgsqWR6kcgowl7yF67oKuBnYAsgBR2itF/S6zSTgOWBTrXXp9aRixJgoKU+8mCAJy3gEOBhjEi1z\nB/j2jFl99p4l+2Flsx82NzezzTZf4vHHHy1vZ4qKy7XFgTzZGo/6ugwq+m6WkuTbvg+Q1lpv57ru\nl4DZ0XUAuK77b8BlwFqJWidGlCmGwxpxDpUkFD6Bcsh7RTKpBDkgqkSyH4qxrH1FNryQcNV12k5j\n4VG0Sp8YTXL8vQPwBIDW+kVg617bfWAXYGmi1okRZaLx6XSSpDwRy4SBvCNfOl1mNUn2QzGWtS8L\nV12bhIE8ZTmAh68cghKrgpL0yCcAK3r87bmua2mtAwCt9R+hawhGVJmJ3u90fekFBzGFj68c2nI5\n1miaMEItGzrJfijGshXxGLmdPB+Gwgdl4XUO3Mkqmf3Qdd2rgRe01g9Ef7+vtZ7Sx+0WAJ9LMEYu\n2Q+HoFT77rnsbrJM40tfamCrr22b6DF/cfFv6HAm85XvTWWTqdNHtH3VNprbN5rbBtK+oXr58ef4\ny9wimdR8Dj31iET3ufuS++i01+fAgzZhgy02GFL2w+eAWcADruvOBFadcxZK3COfNCnZeGa1jOX2\nKWOBgrXXWSPx6+hazm+Kw/LaR8P+O/7441mxovtA0hjDhAkTuOmmm0ZF+/rTV9uKxSKHHXbYKkcG\n06dP54ILLqhU04DR8d4OZDS3r7M9C6SwUlbydkYnRktVhksSyB8CdnNdN54ScKjruicDb2mte54q\nTzx5eDT/ao72X/VS7TOBCqeEW6nEryPOlLjwX0uG/NpHy/776U8v7XfbaGhfXwbad7Nn39zn9ZV8\nLaPlve3PaG9fZ2cOSGHsMt43KxyG+eiDxay/6Qb93qxkINdaG+CYXle/2cft+n8WUUHhT3fjaslr\nN1pRXpZctnS1biHE4BSiAudWqow1G5aBANrj8fX+bjaUhonRx3Qlri/jZGf0uSp0jO5ZK0KMZcVC\ntFivjDUeRJ2sbEd24JsNulVilLJRJkhW3DWiok9BMZ+szqcQonxeIVqslykjkEedrM6OgY+WJZDX\nGIODZbxe85YHZkVFXr1ccaSaNWzuu+9uTjrpWI477ihOPPEYtH6ja9sNN8xmzpzfDXj/hx56iP32\n24tstruHc955Z/Hqq38bsTYDzJ37CgsWzAfgnHN+XPb9P/30E5577n9L3m7ZsmUccMC3KRZH/3s5\n3sSVfuKCEUmo6LuZzw3cyZJAXmMMNpZJlsshZkdjdnGeltEqTpp17bU3c+ONt3H88adw2WUXsmLF\nck477YREgQ7CRFM33DB7hFu7sscee4RFixYBcPHFV5R9/7/97SXmzZs74G3+8pf/49RTj2P5clmb\nNxoFfjhMkilnjYcThuh4fL0/stqgxgTKwTLlVVJ2okBuCsnvt+i3v6btpb+ucv17toXvD64AaPPW\n2zBpvwP63T4cSbMA9tjj68yb9xovvPAsX/7yDittu/HGa3nttVdRSrHbbrvzne8cwKWXXkAqleLj\njz9m6dIlnH32eWy0kct+++3NpptuxocffsCGG87gJz85l0WLFnLVVT+jWCyyZMlijjzyGCZNmsyL\nLz7Pm29qpk2bzlFHHcycOU/y9tvzue66qwCYMGE1rr76Cl555WV++ct7up5vl1124/vfP5j77rub\nfD7PZpttwfbb79jn67Isi2uvvYXDD/9Bwj0uKikIFFiQaSpdeDlmp6MCzIWBO1nSI68hfuB3Ja4v\nhxOdfAkSFHmtpjhp1rx5czn66EM58MD9eO65Z1h77XX4/Oc3odTitphtO5xzzgVcd91sWlu755o/\n//yzfPLJv7jttru56abb+cMfnuwaDll77XWZPfsG9t13f+bMeQiAxYsXcuSRx3D77ffQ2ZnlmWf+\nzPvvv8f3vvcDZs++kdNPP4vf/e63uO7n+NKXtuNHPzqByZPXJl5yccUVl3DqqT/h+utvZebM7bj9\n9tuBcBjl0kuv4tZb7+SXv7wHy7I48MBD2G23PfoN4gBbb70tEyZMoIyZwKKCjAnf98YJyQO5FQVy\n3xv6En0xRuS8QhjIKa9HnkpHCbbKCOST9jugz97zSM7lHY6kWbH11luf/fY7gKuvvgwVne199913\n2HzzLwBh5fqNN96Ud955B1g5aVY8xDF58tqsu+56AGyyyea8//67bL/9V7jnnv/g0UfnAHTlhQHo\n/Tvz3nvvcPXVl3XdbqONNgRggw1moJQik8mQTpdOmLQqyZYxGgVRFa7VWlZLfJ+6TJgzyfcG/nGW\nHnkNWdHWhlEWKmFSnlimITz5UuaITMUNR9Ksnvbdd39WrFjB3/72EgDTpk3ntddeBcLA+ve/z2XK\nlDAbRV/5VhYtWsiyZeF49Lx5c5k+fUPuuOMW9txzFueccwFbbbV111GCUoqgq4pueN2UKdM455wL\nuP76WznmmOP56le/2sdzdd/fT1JOvcd9xOhijAUmYEIZnY66aDw9Hl/vj/TIa0jb8rAnXG6PPFOf\nAXzwR3dPbjiSZvV25pk/5eCDwzzh2223A6+88jI//OFheJ7HzjvvxkYbuf3eN5WqY/bsK/j000/Y\nbLPN2X77HenszHLjjddw7713sdZak7uyGG688abceuuNrLPOusQ95lNP/QkXXfRTgiBAKcUVV1yG\n1u/0epbwthtuOIN7770L1/08u+yyW4lXNbrfx/EqwMY2HqslKLwcq28KA7kpUYC5ZNKsESBJs4Zg\noPa9PPdV/vL4cpr8j/jB2d9P/Jh/f/5l/veZNhp4l4N/csiItW80GM727b337syZ8+SwPBaMr303\nEkZ7++68+PcEyubQM3dPVOoN4IVXXuLVJ9tp8v/FKdcePaSkWWKM6OyqQFLej3NTUyPQBkHtjLSd\nffbptLV1f6mNMTQ1NXPHHT8fxmepfM/3kUce4g9/eKLr6COu6nT00cexySabVrw9IrlwRlkhcRAH\naFqtGWjvWrHdHwnkNSTXkQPsrtwpSTXFeVkSVOseKy655MoRf445c54Y8efoba+9vsVee32r4s8r\nhi5QDrYpL59ReGL0Y4wZOPjXzjdXkM9Gq7/KrKPc0FR7gVyI0STww+ItivKmBrc0NmIlKI4u39wa\nUsyFNT0su7xD/rqm8ORLqQ+LEGJwih2doBSUORGhIVWPZYoYJYF83PAKUSB3ygvkdl0KZXzK7soL\nIRJpXxGev1KqzFXXVrhSOygxCi6BvIb4+fCwzUqV97YqpRIdvgkhBqd1ebSCuMw1HgAWHoGSQD5u\nBMUoTWaq/HPYtvFK/uqPJvfddzd7771HV5a/448/mvfff48777ytZAZEISqttbU9vGCVH8gVHr4l\ngXzciHOlOHWpsu+r8DHKIaj8uoJB+cMfnmTXXXfnqafCedyDWQwkRKW0R1OD1aAirl9yjHzsdMFE\nSSZaxluXKT+QW8bHszLkCx716dL3f/7pt1nwxsJVH8e2CAaZ/XCDz63FdjtvWPJ2r7zyMuuvvz77\n7LMvF154LnvuOStxwiwhqiEso1g3qNNQSVZqS4+8hsS5UurKqA4UU8rDVw7tudFf7u3RRx9m1qx9\n+MxnppBKpXj99b9Lj1yMavnO8HtVomPdtwQnSKVHXkui9zvTWH7GPEUAyqK1rZ1Jq5VO6rPdzhv2\n2Xse6WXSbW1tvPDC8yxbtpwHHvgNHR0dPPjg/SP2fEIMh0I8NbicwssRlWCBnwTyGmKMAgUNjcnz\nHXeJzqZ3tLYB6wxvw4bRk08+xqxZe3PssScAkM/n2G+/vWlpaalyy4ToX1wYwh5EIMcKSia0lKGV\nWhLlSmlqLj+Qx6lv21s7hrVJw+2xxx5hjz2+3vV3Op1hp5125sMPP6hiq4QYmF8MD5fjIi7lSHKC\nVHrkNSROrDNhteSJ62Px4Vuuo31Y2zTc7rrrV6tcd+qpZ3DqqWcAcNhhR1W6SUKUFHQVXq4r+77K\nViUXhEqPvKaEh20TJpZXLQe6A3l8UkYIMXyCqMJPOlP++askK7UlkNcQg40yAXX1gzjZGX0SCp35\nYW6VECIuDJFprC/7vlZd6XF1CeQ1xGBjGQ/LKv9tjX/148RbQojhEwfyxuamsu9rJxhXl0BeQ+JA\nPhh2FMiDQnE4mySEoPv8VdNqE8q+byrBAj0J5DUkrEAyuArK8fzWeJqUEGL4xIF89dXLnyabZKi0\nZJ/ddV0F3AxsAeSAI7TWC3psPxI4CigCl2itHyu7pWJYhBVIBjfGHU+LMt7gltcLIfpnsMEYWlrK\nn1FWn2CBX5Ie+T5AWmu9HXAmMDve4LruZOB44MvAHsDPXNctP9FHBXTkivz1jYW8rBfRma+9XmcQ\nBATKifKKly+VCQO5X/TxBpkrZawyxvDeJ208M/dffLiwXfK2iGEXD3um68qfflifYIFfknnkOwBP\nAGitX3Rdd+se27YFntVae0Cr67pvAZsDL5fd2mFmjOGTpVnmzl/C3PmLeevDFV2Z/WxL8bkpLWw+\nY022mLEma7WUfya5t2yxk0Wdi3Esh0n1a1Bnl/+GDaToF1maW4bTFGCMWiW3SDabxSir7MT1sYaG\n8Fc/1+lz0vXPsukGq7PFjDXZbIM1aKoflb/NQ5Iv+vzz3WXMfXsxc+cvZnl790neNSakw8/Ghmvy\n+aktpBzJ0y6GxuBgD/L8VfOEZmDgWp9JAvkEYEWPvz3XdS2tddDHtnZgwGOHV155jWUr2jFBQOD7\nBMbgBz7GDwiMT9Evki8UKHp5ioUixWKRolfE8zw83wNjsCwL23aw7fj/DinHwXJssp0+S1uzLGvN\nk/c8VLS29fMTbZobUoBiRYfP8k8Mf/7Y4ulnbJrqG5gyeXU2+syauNMns6K1n50WBLR2trJs+RJW\ntC2nvb2Nzmwn+VyewDPYngPK4Ns+tmORzqSpz2RoaGikuWkCLc0tZNL1WMoCpVCWhVIK27ZRSqGU\nRVtnG8vblrKiYwVt2TayuXY6czkKhQKWb2OUAQfq02nqMw00NTTR3NiM46WAVJgzZRCaV2sEfNJW\ninXTC/jgnbd5b4HFHGOzRksjU9aeyAbrrE5DxiEwHn4Q4PkegfHxAh8/8AmMT1NjPYVcgGM5OJaD\nbdk4tkPKcrAtB6UUJv7PGAys9LdSoAj3iwovASq6XkXlsvoRBGFbPA8v8PH8IkHg4/vh5VyhyNL2\nHB98spwlrTkCPJSClhRMXc+hIRN+flrbPOa/DvP/YWErizWbGlm7pZHJExtJp1Mox8ayLJRtYzkW\nlm1jOzbYdviZDgJM4OMHAX7gdf0dBGBZCkvZWLaFZdnYlsKyHCzLouVfDbS29xoa6/V6lVIo0+v/\n0V4i3p8m6PX/nvvbEF1LEBgg6LpfEBgCExCYAEOAb4LwSC8ICAhoqK8j1+nhWOHrt5SNo2xsy8ZS\n4b4qdZAftrc77bAVtR+lwBgCAowx3c9tfAwBQdRGBVgKIP7OhJ8TZSmaPkizdOkKvKJH0Svie8Xw\ns+B5eF70GQ387tfU9foMxvgopXBSKZxUirpUHXXpNOm6NHV1GTKZehzbiVrQl3Cf+ibAmIDAgG/8\ncH+bIDp/NbhAPmHiBGDVTKM9JQnkrUDPFSZxEI+39TwN2wwsH+jBfn/fewmesi76N1gTV/01yYK/\nNLzYFP3rUoD2FfDKm0t4hSUJHt8CVo/+hW9tzz5bfDkf/eveIdnoXxKrEf8mOvT9RnVG/xb1vHKQ\nPfKwWvdSsmoKE1thYs+NC2HpQlj62tIEjxT/CI7W+egZ6lh71WwyK8Aj/NSt2XtbDj5dDJ9igPE8\nPTN+Twf3GauO/r49SQWU973th91Axls2qLuusfrEkrdRpcYDXdf9NjBLa32Y67ozgXO11t+Itk0G\n/hvYBqgHXgC21FqP50+7EEJUVJJAHs9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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a8a00d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"region\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999993 0.999989 0.999991\n",
"S1_Converted_1 0.999993 1.000000 0.999984 0.999987\n",
"S1_Nonpatient_1 0.999989 0.999984 1.000000 1.000000\n",
"All 0.999991 0.999987 1.000000 1.000000\n"
]
},
{
"data": {
"image/png": 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x//vGXcMshLeSgu5Gdi1aS4UxCIMxneTuYzDoDVpHanHjkwaQlZAHDgfbU/Ll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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a71b190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"agegrp\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.929238 0.808549 0.828981\n",
"S1_Converted_1 0.929238 1.000000 0.797555 0.823564\n",
"S1_Nonpatient_1 0.808549 0.797555 1.000000 0.999013\n",
"All 0.828981 0.823564 0.999013 1.000000\n"
]
},
{
"data": {
"image/png": 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MCy+8wnffLePAgb2MGfMQM2c+w1NPTePIkT/p338g6elpHDy4n2+++QGAl16aSa9exm8J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\nXgNKBb0TMNssfFa2h0/Lv8CqWZkTOov7pt6Jn2F0Uyb7es1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+r9iHj5s3T6StJc43BoCi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\n9/8BLokIIFdEEYEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a77dfd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"age\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.698145 0.642435 0.657367\n",
"S1_Converted_1 0.698145 1.000000 0.784425 0.811710\n",
"S1_Nonpatient_1 0.642435 0.784425 1.000000 0.998972\n",
"All 0.657367 0.811710 0.998972 1.000000\n"
]
},
{
"data": {
"image/png": 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nobw8v99YabRqqMVuoazMmfY8IVkhz26Oy5xM9mmTtIXWE5CzujcloU+OPc+a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ydTaZXao2R2PSkyn0ubhjRzhdNho7LEQ5vpPHE6N4ozMQKlPLT097g21cjFrXsprn+C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\nQKPRaBY4WhFoNBrNAuf/A0U7ezPvy0TxAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a30f890>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"gender\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.649285 0.497857 0.514707\n",
"S1_Converted_1 0.649285 1.000000 0.982841 0.986257\n",
"S1_Nonpatient_1 0.497857 0.982841 1.000000 0.999809\n",
"All 0.514707 0.986257 0.999809 1.000000\n"
]
},
{
"data": {
"image/png": 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VUd8ATAdWCoIwAcjutGwo8LEgCKPa9zUFWNbdDqVHsq6Qo8GARmkg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\nUhdCCD8iSV0IIfzI/wISfR9s07yj2gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a1f92d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"aid\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.013293 -0.093182 0.033448\n",
"S1_Converted_1 0.013293 1.000000 -0.527942 0.176828\n",
"S1_Nonpatient_1 -0.093182 -0.527942 1.000000 0.735133\n",
"All 0.033448 0.176828 0.735133 1.000000\n"
]
},
{
"data": {
"image/png": 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s5U5OOWof7AHPx+6KBmYvWMeydaX86/ONuN1uRgwqAuDzlTupaWihtsHhbftg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\nNp9s9Y3tHsKJGdJ2UCdmKWitJ4bErVr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XwTt1vArYhTGKaeMG4DGtdSg737VAkVXrPgJ1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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a162450>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dob_month\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.771375 0.769437 0.770204\n",
"S1_Converted_1 0.771375 1.000000 0.994781 0.995230\n",
"S1_Nonpatient_1 0.769437 0.994781 1.000000 0.999990\n",
"All 0.770204 0.995230 0.999990 1.000000\n"
]
},
{
"data": {
"image/png": 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cKH/xeJyrrrpsryuOwYOHcM011+2Vvq+Vr72kfH3bwVi+unUbO1xLziTovwrM0jStuavK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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a13ba50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"persontype\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 1.000000 -0.380779 -0.232456\n",
"S1_Converted_1 1.000000 1.000000 -0.380779 -0.232456\n",
"S1_Nonpatient_1 -0.380779 -0.380779 1.000000 0.987851\n",
"All -0.232456 -0.232456 0.987851 1.000000\n"
]
},
{
"data": {
"image/png": 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CgdHAs8BkYK4kSTXnorYgomddEK6eo6yM4jU/owrSEnLDxFrbf915iooyK/0G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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a304bd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"financial_class\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.980292 -0.350823 -0.290466\n",
"S1_Converted_1 0.980292 1.000000 -0.378753 -0.317776\n",
"S1_Nonpatient_1 -0.350823 -0.378753 1.000000 0.997884\n",
"All -0.290466 -0.317776 0.997884 1.000000\n"
]
},
{
"data": {
"image/png": 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LVnxN+70rBkMMq1ffT0NDPQsWzOPkk0/F7Xbx+OMP8/e/P0d6ekanuuO0aTP4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\n3abnJk/2CY4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a3c8ad0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"payer_type\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.992102 -0.216952 -0.119307\n",
"S1_Converted_1 0.992102 1.000000 -0.292053 -0.195523\n",
"S1_Nonpatient_1 -0.216952 -0.292053 1.000000 0.995046\n",
"All -0.119307 -0.195523 0.995046 1.000000\n"
]
},
{
"data": {
"image/png": 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wsxMI+95FLo2jq6uL7du30dbWznvv/ZOenh7ef/9dl8YgCOPJ3tND997daCOj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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21ab48ed0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"race\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 1.000000 0.999854 0.999882\n",
"S1_Converted_1 1.000000 1.000000 0.999854 0.999882\n",
"S1_Nonpatient_1 0.999854 0.999854 1.000000 0.999998\n",
"All 0.999882 0.999882 0.999998 1.000000\n"
]
},
{
"data": {
"image/png": 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iR7rW7WL0ry7E1Q4vSgoVTmJ/F5iulFoeeHypUup6YINhGEuUUvOAT7CrYv5m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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a6c9e90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"marital_status\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999101 0.997430 0.998046\n",
"S1_Converted_1 0.999101 1.000000 0.993496 0.994500\n",
"S1_Nonpatient_1 0.997430 0.993496 1.000000 0.999958\n",
"All 0.998046 0.994500 0.999958 1.000000\n"
]
},
{
"data": {
"image/png": 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TlUvZicw6soAUfarFx3v5OjFkTCjq0mCPTSZp2ReYiq9fc0atUjLpwfa4O9uw\nee8FDp+68e62IAjCnaFehzqASqni4VYjuT+oP+n5V5l1ZCEXsuItPt7bz5mIMaGotSpOeN/DueNX\nSFq+9KZgd7DV8OLIUHQaFUu3nuRSSo61L0UQBKHG1ftQB/OzrUOC72OcNILcAj1zj37O8bRYi4/3\n9nMm4qEw1FoVx737cC46geSVy28Kdn9PByZEtMFYUMy89dFk643WvhRBaDSWLFnC8OGDylYjnDLl\nOeLjL7Js2ZIqV2oUbt8dEeqlevl149n2j2PCxOcxK9l32fLFirz9nRkyJgy1Vs1x73s4G3mRlDUr\nbwr2TpIHw3s1Iy0zn0Ubj1NYVL3lgQVBMNuyZQv9+w/k11/Nz4k39CLw9cWd9fweEOrRlhc7Psvi\nqBWsOfU9GYYsiwtu+Pg7M+ShULasjea49z0ojvwOyjV4PvLYdccP7RlEQkoOR06n8u1vZ3j0vorf\nsSYI9dVfO88RZ+X7Q8GtPOnRt3mV+x07doSmTZvywAMjeeedtxg8OEIsyVFL7qiReqlg5yBe7jQJ\nV50LW87/xHenN1pccMMnwIUhD4Wi0qqJ8b6XswfPkPrNV9f9h1MqFDwd0Rp/D3t2Hk3kj8jEmroU\nQWiQtmzZyKhRowgICESj0XDy5HExUq8ld9xIvZS3vSfTO09mYdQydifuI8uYzRNtxqFVVV2H1DfA\nhSGjQ9m6NpoYn3th/05QfYvHQ2PL/uPZaNVMGRnKuysPs+bn0/g0sadlgEtNX5YgWE2Pvs0tGlVb\nW3Z2Nvv2/UVubjYFBSvIzc1l/fq1td6OxqrKkbokSQpJkhZJkvSXJEk7JUkKvmH7YEmS9pVsn19z\nTb2Zi86ZaeHP09KlOVGpx5kX+QW5BbeugHQj38CSEbtGTYxPX87uPUHaurXXjdg9XGyZ+EA7TCZY\nsCGG9EzL3wAlCI3VTz9tJSJiOF9++SWzZn3GkiXLOXToABkZ1auZINweS6ZfHgB0siz3AGYAZTWm\nJElyAD4ChpRsvyBJUpMaaWkFbNW2TOrw9G0V3PANdOH+0e1RalRE+/TlzO4Y0jesvy7YWzd1ZVz/\nFmTrC5j3QzSGAkuX1hSExmnr1s0MGnR/2ec6nQ19+vQlIeFSHbaq8ahy7RdJkmYBB2RZXlvyeYIs\ny/4lH98HPAEYgWDgC1mWV1fxmlWu/XI7ik3FbDi7lZ2XduOic2ZS2FMWF9xIuHCNbeuiKS4oIvTK\nb7Ts1xkRAOJLAAAgAElEQVT34Q/+3WCTiZU7TvFn1BW6tvbkuWFt6838oFhfw3pEX1qX6E/rsuba\nL05AZrnPCyVJKj3OHbgHeBUYDEyTJCmkGu20mvIFNzIMmdUquOEf5Mr9o0JRqlXE+PTlzG+HSf9x\nU9l2hULBo/dJhPg7czA2hW37L9bUZQiCIPwjltwozQLK16FSyrJc+qhJOnBIluVUAEmS/gQ6AGcr\nO6GHR/XKWlXHOI8IAtw9WXBwFQuivmRKtyfoHtCpyuM8PBxxdrbl2y8PEO3TF375jXAnO/xHjSjb\n5z8TuvHynD/44c842oR40LWNd41dR3XUZH82NqIvrUv0Z+2zZPplBBAhy/JTkiR1A96SZXlIyTZ3\n4ADQBXP47wGekmX5ZCWnrJHplxvdbsGNS+evsn1dDKbCQkIv/4Y0pBdu5eYHLyRl8cGao6iUCv79\neGd83e1r6hIsIn7FtR7Rl9Yl+tO6rDn9sgEwSJK0F5iFeYplmiRJEbIsp2G+efozsA9YV0Wg15pW\nbi14KXwijloH1p3ZzMaz2yx6lj2gmRuDR7VHoVYT7dsPeeturv38d+WUIG8nnry/FfnGIj5bH01u\nfkFNXoYgCEK11MsiGdaUlneVBVFLSdGnVavgRnzcVXasN4/Ywy7/ivRgP1z79i/bvm7XObbtv0jb\nZm68NDoUlbJu3sclRkPWI/rSukR/WtcdXSTDmtxt3XglfDJB1Sy4ERjsxqCR7UClJsq3P/KG38j4\nfWfZ9hF3BxPavAknzl9l3S7LbsgKgiDUtAYf6nDrghtZxqpHEIHBTcoFez9O/fAzGX/uAkCpVPDs\n0Lb4NLHjp4OX2BtzpYavQhAEoWqNItQBdGUFN7qYC24ctqzgRtPmTRg0otyI/fsdZO7ZDYCdjXkp\nAVudmpU7ZOIuZ9X0ZQiCIFSq0YQ6lBbcGMXgoP6kVaPgRtOQJgwsCfZIn/6c+m4rWfv2AuDtZsfz\nw9tSVFzM/B+iycgx1PRlCIIgVKhRhTqY30gUEXwfY8sV3DiRfqrK44JC3Bn4YDtQm4M99usfyTqw\nD4D2wU0YfU8IGTlG5v8QQ0GhWEpAEIS60ehCvVRvv248U1JwY3H0CvZdOVzlMUEt3LnvAXOwR/n0\nI3bNRrIPHQRgYNcAurf1Iu5yFqt2yGLtaEEQ6kSjDXWAsJKCG7YqG9bErmXHhd+qDONmLd2574G2\nFKs0RPn0J3bVD2QfOYRCoWD8oFYEeTuy93gSvxxOqKWrEARB+FujDnW4vuDGj3GWFdxo1tKjLNgj\nffoRu3I9OceOotWomDIyFGd7Ld/tPMOJ81dr6SoEQRDMGn2ow98FN/wcfNiduI+lx9dgLKr8naLB\nUrlg9+7HyeVryYmKxNVRx+QR7VEpFSzedJzka5at7y4IgmANItRL3E7BjWDJgwHD25QFe+yyb8k9\nHk2InzOPDZTIzS9k3voY8gyFtXQVgiA0diLUy7mdghvNW3mWBfsxr37EfvE1uSeO0zvUl/6d/bmc\nlssXP56kWNw4FQShFohQv4FGqeaJtuPoG9CbJH0Ks44sJDGn8neLNm/lSf9h5mA/6tWX2CVr0Mee\nZEzfENoEuRJ5No2Nu8/X0hUIgtCYiVC/hRsLbsw5uogzVRTcCGldEuxKLUe9+nLy89UYzpzm+eHt\n8HCxYctfFzh0KqWWrkAQhMZKhHol+gf2YXybsRiLCpgfuZSjKdGV7h/S2pN+w1pTrNRyzONeYhet\nRJVwnhdHhqLTqvhy60nik8WqdYIg1BwR6lXo6h3OpLCnUClVLDv+Fbsu7a10/xZtvOg7tDVFKi1H\nPe7h5ILluGUl8WxEG4wFxcxbH01WrrGWWi8IQmMjQt0CrdxaMC18Ig5ae74/s4mNZ7dV+iallm29\n6BvRiiKVjqMe9xA7/0taqbN4sHcz0rMMLNwQQ2FR1QU7BEEQqsuScnYKYCEQBuQDE2RZjiu3fS7Q\nAyidVxguy3Jlcwy1WiTDmsoX3OjqHc6jrUajUqoq3F8+nsTOLadQFxnolP4HradMYHlkLoflVO7p\n6MfjA6V/3CZRiMB6RF9al+hP67JmkYwHAJ0syz0wl66bfcP2cGCgLMt9S/402H/F8gU3DiYdZVH0\n8koLbkjtvOk7pBWFKh1HmvQhdt6XPBZqT4CnA7uOJfL7scRabL0gCI2BJaHeC9gBIMvyAaBz6YaS\nUXwLYIkkSXskSXqyRlpZj9xYcGNuFQU3pPbe3FsW7L05u3ApE7u54mCr4etfTiPHV/4cvCAIQnVY\nEupOQGa5zwslSSo9zh74DHgUGARMkiSpnXWbWP+UL7gRb0HBjVbtvbn3folClQ1H3O4madlKJvds\nAsCCDcdJy8yrraYLgtDAWRLqWYBj+WNkWS69y6cHPpNlOV+W5RxgJ+a59wavugU3WoX6cM9giQKV\nDYdde5H33dc8Hu5MTl4B89bHYDCKNdgFQfjnLLlROgKIkGX5KUmSugFvybI8pGRbK+BboCOgBnZh\nvpEaW8kpG9z75X85u5ulR79Bq9Twcs9n6OhT8S8rR/dfZMv30WiK8uma/Rfne0Sw6WQOPcN8+ddj\nnVEoLLoXIghC42NROFTn6ZfQki89CQwBzsiyvEWSpOnAQ4ARWCXL8pIqXvOOffqlMlGpJ1h+4iuK\nTMU83GoU3X06V7jvycjL/LHjNJqifDpn7mF3yL0cu6rgwbuDGdojqFqvK54wsB7Rl9Yl+tO6LH36\npcpQrwENMtQB4jIvsDhqBbmFeoYGD2Rg074VjrzLgr0wj87Z+9js3Z0LBh1TRranYwsPi19TfONY\nj+hL6xL9aV3WfKRRsJC54MbEsoIbayspuNGmgy93D2xBgdqWw47dibiyD/fiXJb8eJLE1Jxabrkg\nCA2FCHUr87b3Kiu48WfiPr6spOBG245+9L7PHOzHnLrz0LWD6HIzmbc+hpy8yot0CIIg3IoI9RpQ\nWnCjhUswkanHmR/5BfoKCm60C/ej94AWGNW2RDn3YFzGIfLS0li86ThFxWIpAUEQqkeEeg2xVdsy\nucMEwj1DOZd5gVlHF3EtP+OW+7br5EevASEY1bYcd+3OmPQDxJ9N5PvfK1/uVxAE4UYi1GuQRqnm\nybYPc29AL5Jyk/nkyAIu5yTdct/2nfzp2a85RrUdsU16MDptP3v3nWZvTOUFOgRBEMoToV7DlAol\no1oMKyu4MfvowgoLboR2CaBHSbCfdu/ByNS/+H7LMc4lZt5yf0EQhBuJUK8llhbcCOsSQPe+5mCP\n8+jBsCt7Wbr2ENeyDbXcYkEQ7kQi1GuRpQU3OnQNoPu9wRjU9lzw7EG/87tY8t1BCgrFUgKCIFRO\nhHots7TgRoe7Aul2jznY4z260yn6J9Zsiqq0OIcgCIII9ToQ4OjH9E4v4Gnrzi/xu1gV+x1FxTeP\nwjt2C6Rbn2YYNPbEe3TD/48N/LL7dB20WBCEO4UI9TribuvGK52qLrjRsXtT7urTDIPGgUsed8H6\nrzgeK4prCIJwayLU69DfBTdaVVpwI7x7U+66OwiDxoFE965c/nwJSZev1kGLBUGo70So1zFzwY3x\ndL+u4EbaTfuF9wiia+8g8jUOJDbpwolZ88jJFGvECIJwPRHq9YBKqeKRVqMYHNSvpODGAi5mXbpp\nv049g+jSqyn5GgfiXcI58v6nGPMqrpEqCELjI0K9nlAoFEQED2SsNILcAj2fHl3MifRTN+3XuVcz\nOvUIIF/jSJxDGD9Pf49io7EOWiwIQn0kQr2e6e3XjWfaP4YJE4ujV7DvyuGb9ul6d3NCu/qRr3Hk\npKoNxz6cS3GBCHZBEESo10thHu2Y0uFZbFQ61sSuZceFnTc9n96zbwtahnmTr3EkBomTsxdQXCCW\n6xWExq465ezCgHzMNUjjbrHPVmBjYy1nVxOScpOZH/kl1wwZ3O3XndEth6NU/P1z2GQy8fP2U8RF\nJ2NrzOIuh4u0enEiCrW6Dlt95xKVeqxL9Kd1WbPy0QOATpblHsAMYPYt9nkPcLW8eYIlqiq4oVAo\neOTxLjj5O5KndeJATlPOLvwcU2FhHbZaEIS6ZEmo9wJ2AMiyfAC4rqKyJEkjgSJgu9VbJ1RZcEOh\nUDDu4Y4o3HTkaZ3Ym+FP3OKlItgFoZGyJNSdgPJrvxZKkqQEkCSpLfAw8DZg0a8GQvVVVXBDqVTy\nxPgu6G2U5Gmd2XPVh/NfLMNUJBYAE4TGxpJQzwIcyx8jy3JpnbXHAV9gJ/AE8LIkSfdZtYUCUHXB\nDRudmvFPdOGayoRe68zuVC8uLF2OSZTEE4RGxZIbpSOACFmWn5IkqRvwlizLQ26x39vAFUtulN52\nawVMJhM/yr+yJuoH7DS2vNbredp4tizbfvxcGp8v3IMHKuyMmQwIyiL0pedQqFR12GpBEKzAotmQ\n6jz9ElrypSeBIcAZWZa3lNvP4lAXd8T/uYNJR1kduxalQsn4NmMJ9wwt2/b7sQR2bz+Fh1KNnTGD\nPn4ZNH3ycRRK8QRrZcTTGtYl+tO6LH36pcpQrwEi1K0k9upplh5fjaHQyKiWw7jHv2fZtlU7TnHh\naEJZsN8TkEXg+EdFsFdChJB1if60Lms+0ijUU63dWjLz3pfNBTdOb2LTue1lb1J6eEBLdIGupBUX\note68Ee8I/FrvhZFNgShgROhfocLdgtkeqfJeNq68/PF31kdu5ai4iLUKiUTR7Qny9mWtOICcnWu\n/HHenktffSuCXRAaMBHqDYC7bRNe7jSJpk4BHEg6UlJww4CTnZYpo0JJ1Gq4RiG5Old2nbMh8Zu1\nItgFoYESod5AOGodmNrxuXIFNxaTZcwm0MuRCRFtOIuSXHUxuTpXfj+jIXHtOhHsgtAAiVBvQG4q\nuHFkISn6NDq38mRojyBOFkKRnYIcnRu/n1Jxed0PItgFoYERod7AXFdwIy+9rODG8N7N6NjCnaP6\nImxcNOTo3Nh5UsHlHzbVdZMFQbAiEeoN0K0KbsRelZkQ0QY/d3t2Zxhw87Y1B/vxIi5v/LGumywI\ngpWIUG/Abiy4EXk1kikj22Nvo+bXZD1+gQ7k6JqwM9LIlc1bqj6hIAj1ngj1Bu7GghtHM/fz3PC2\nmICdaXk0C3Yi26YJvx3NJ2mrWGhTEO50ItQbgeYuQbzSaRKuOhd+jNvBCeOfPHRvMFn6Ag7kFhIS\n4ky2jTu/HsoleftPdd1cQRD+ARHqjURpwQ1fe2/+TNzHBds/6NHeg4vJOcRpNLRoYQ72Xw5kk/Lz\nr3XdXEEQbpMI9UbEXHBjIi1cgolKPU6m126a+dlwIDYFo58rLUKczMH+1zVSft1Z180VBOE2iFBv\nZOw0fxfciMu6QHHIX7i4FrN+VxweHQIJae5Ilo0Hv+xJJ3XnrrpuriAI1SRCvREqK7jh34uUvBQ0\nrfehss9lyY8naXuPREiwOdh//jOV1D/+rOvmCoJQDSLUGymlQsnIFkN5oPn95BRmY9/uIAZtCvM2\nHKd7RHuaN3MwB/vvSaTv3lvXzRUEwUIi1BsxhULBgKb3ML7NWAopwKb1EVJNcXyxJZa+I8MJbmpP\nlo0nP/2WSPrefXXdXEEQLCBCXaCrdziTwp5Cq1KhC4nkZM5RNuyOY8CYzgQ3tSPTxpOffr7E1f0H\n6rqpgiBUQV3VDuXK2YUB+cAEWZbjym2fDIwHioFZsix/X0NtFWpQa7eWvBT+PAsil5ETFMsvifn4\nn7RnwJjO/PzNYc5f8mTHjosMUihxu6tLXTdXEIQKWDJSfwDQybLcA5gBzC7dIElSE+B5oBvQH5hV\nE40Uakegoz+vdp6Mm9YNje95VsWuJS4pk/vGdSbI35ZMG092bI/j2qEjdd1UQRAqYEmo9wJ2AMiy\nfADoXLpBluV0IEyW5WLAB8iriUYKtcfdtgmvdX0BT60PyiaJzD38JWnZOQx8uAtBfjZk2nixY+tZ\nrh05VtdNFQThFiwJdScgs9znhZIklR0ny3JxyRTMX8AaK7dPqAOOWgde7z4ZD2VTih1SeH/fAjLy\nsxn4SFea+urIsPFix4+nyYiMquumCoJwA0VVRRIkSZoF7JNleV3J5/GyLAfeYj815hH9u7Is/1HJ\nKUVVhjtEYVEhL66dR5ryNDY48eHgl/G09+Db+b9zLl6Pa34SY5/ojEeXjnXdVEFoDBSW7FTljVJg\nLxABrJMkqRsQU7pBkqSWwAeyLI8EigAD5humlUpNzbakbYIFPDwca7Q/Z9z9BG9tWY3eJZZXd3zI\nS50m0G9MZwpW7yc+yZtvVxzm/mwDTu3b1lgbaktN92VjI/rTujw8HC3az5Lplw2AQZKkvZhvhE6T\nJGmaJEkRsiyfBqIkSdoH7ME8ot99u40W6h8brZoZ/cehTGyPoTiPOUcWcyrjDIMe60aAl4ZrNt5s\nWx9D1slTdd1UQRCwYPqlBpjET2/rqa3R0JmEDD7etgNNcCRKJTzSehRdPMPZtvIvElIKcctP4v6x\n4Ti2alnjbakpYmRpXaI/rcvDw9Gi6Rfx5iPBIi38XXj0rrsxnOqCqUjF6ti1/HppF4Mf746/h5qr\nNt5s+/Yo2afP1HVTBaFRE6EuWOzuMF/ubdmevBN3oS62Y3PcDtaf+5FB47vh567iqo03278+TPbp\ns3XdVEFotESoC9Uypl8Ikqc/2VFdccCNPxP/YkXsN9z3WFf8mihJt/Fh+9eHyDkXV/XJBEGwOhHq\nQrWoVUomPtAOdzsXUo90xFsbQGRqDAuPL+PeR8PxdTMH+7bVB8g5f76umysIjY4IdaHaHO20vDgy\nFJ3ShsSDbWjl1IZzmeeZG/05PR9uh6+rwhzsq/ajvxBf180VhEZFhLpwW/w9HZgQ0RqjUUH8oRb0\n9O7Oldxk5kQtInxMC3xcIV3nw9YVe9HHX6rr5gpCoyFCXbhtnSRPhvUMIj3TwKXIQIYFDybDkMnc\n6M9pNSIAb2dIs/Fh6/I96C8l1HVzBaFREKEu/CPDejUjvKUHcnwmqad9Gd9mLIYiA4tOfEngcDe8\nnUyk6XzYtmw3eYmX67q5gtDgiVAX/hGlQsGEiNb4ediz82gieUleTAp9CpVCyfJTX+F8vwYvx2JS\ndT5sXfoHeZeT6rrJgtCgiVAX/jEbrZopI0Oxt1Gz5ufTqPSevBT+PA4ae9bHbUbR34CXYxGpOh+2\nLf2dvKTkum6yIDRYItQFq/B0sWXSA+0wmWDhhhjsi92Z3nkyHrZN+DXxd7J7p+HpUESK1odtS3Zi\nSEmp6yYLQoMkQl2wmtZBbozr34IsfQHzf4jBUe3CK50m09QxgINpR0jqfhEP+wJStD5sXfwbhtS0\num6yIDQ4ItQFq+ob7kfvUB8uJmezfFssDhp7poY/R9smrTiZeYpzXU7hbmckWevD1sW/YEhLr+sm\nC0KDIkJdsCqFQsGj90mE+DlzMDaFbfsvolNpea79eLr7dCFef4kT4VG42RhI1viwbdHPGNOv1nWz\nBaHBEKEuWJ1GrWTyiPa4Our44Y84Is+moVKqeKTVKAYF9SPVmMqxsIO46PJI0viwdeFPGK9dq+tm\nC0KDIEJdqBHO9lqmjGyPWq1kyeYTXE7LRaFQMDR4IGOlB8kx5XAodB/OWj1JGh+2LdiBMSOz6hML\nglApEepCjQnyduLJ+1uRbyxi3vpocvMLAOjt151n2j9GsaqQA+334KjO4Yrah23zt1OQmVXHrRaE\n+sdYZLR4X0sKTyuAhUAYkA9MkGU5rtz2acAYzAWlt8my/G4VrykqH1nRnVBd5vtdZ9m+P552zdx4\naXQYSqW5gMu5jAssjl5Ofr6BLlE9yC1ywrcoifunDEHjZFk9Rmu6E/ryTiL6s/qKTcWk5aWTmJNE\nYs5lEnKucDnnCun511g7ZpHVCk8/AOhkWe4hSdJdwOySryFJUjNgnCzLXUvCf7ckSRtkWT5+uxcl\nNDwj725OYmou0efSWbfrHA/1DQGguUsQL3eaxILILzkUto/Okd24jDfb5m3l/hcj0Dg61HHLBaHm\n5BXmlYT3lbI/l3OuYCwuuG4/B409rVxbWHxeS0K9F7ADQJblA5IkdS63LR4YVLLNJEmSBvNoXhDK\nKJUKnh3alvdWHWbHwXj8Pe3p0c4HAB97L6Z3nsyCyC853GE/nY7dxWWVN9vnbWHwixFoHESwC3e2\nykbf5SkVSrztPPFz8Cn3xxdnXfV+a7Uk1J2A8newCiVJUsqyXCzLchFwFUCSpI+Bo7Isi1pmwk3s\nbNRMGdme91YdYcV2GW83e4J9nQBw0TkzLXwiS2JWcqTDAcKPdSVR6c32eVsZ/OJQNPZ2ddx6QbBM\ndUff5QPcy94TjdKSSK6cJXPqs4B9siyvK/k8XpblwHLbdcAyzME/WZblyk9onnsXGqnDscm88+V+\nXB1tmDOtD25ONmXbjEUFzD+wgkPnougQ2RUDrgQoUnhk5ji0DiLYhfqj2FRMck4aFzMSuJiRyMXM\nRC5mJJCae/2b6VQKJX5OPgS6+BHk4kegsz9BLn642DrfzstaNKduSaiPACJkWX5KkqRuwFuyLA8p\nt/0n4FdZlj+2sGHiRqkV3Yk3o7YfuMj3v5+jua8Trz3cEY1aVbat2FTM+jM/sjtuP2HHumBUuBFA\nMoNfGo7KxqaSs/5zd2Jf1mcNpT/zCvOvG3lXNvr2d/CtkdE3gIeHo9VCvfTpl9CSLz0JDAHOYJ6+\n+RrYj/mniAmYIcvygUpOKULdiu7EbxyTycTSLSfZdyKZnu29eer+1igUiuu2/xr/Bz/G/kTY0S4Y\nlW4EKFIYPHVYjQb7ndiX9dmd1p83zn2X/l1Tc9/VZbVQrwEi1K3oTvvGKWUsKOJ/Xx3lQlI24/q1\nYECXgJv2OXDlCN9G/0C7I50wKt0IVKQy6KVhqHS6GmnTndqX9VV97s/6MvquDktDvfZbJgiAVqPi\nhRHteWflYb7beRZfD3vaBrldt89dPp1w0jqyXPEV0uEw4pUe7Ji72Rzs2poJdqFhqe+j75ogRup3\nuPo8GrLE2cRMPvr6KDqNin+P74yX6803ROOzE1hyYCXNDrY2j9hVqQyaOhyVVmvVttzpfVnf1HZ/\n3omj7+oQ0y+NREMIot3Rl1m+7RS+7va8+VgnbHU3f3Ol5aWzaN8yfPc1x6hyo6k6lUFTH0Cp0Vit\nHQ2hL+uTmurPxjj6BhHqjUZDCaKvfznNr0cS6NjCnckj2qNU3Pz/N9uYw+f7V+C627ck2NMYNHW4\n1YK9ofRlfWGN/iwdfV/OuVL2pp3E3KSb1kK5U0ff1SFCvZFoKEFUVFzM7O+iiL14jYgeQYy4O/iW\n+xmKjCw7sBrt724YVa401aSZR+zqf/7N21D6sr6oTn821tF3dYhQbyQaUhDl5BXw7spDpGbkM/GB\ndnRp5XnL/YqKi/j66PcYf9JhVLkSqEll8NQH/3GwN6S+rA8q6k8x+r49ItQbiYYWRAmpOfzf6iOY\nTCbeeLQTgV63HoGZTCY2R20lfWshBpULAdoU7p86EqVKdcv9LdHQ+rKuNXG3Jzb+ghh9W4kI9Uai\nIQbRsdOpzPshhiZONrz1RGec7Cp+yuX3E7s4vzEDg8oFf20yQ6aOuu1gb4h9WVtuNfq+rE/GUGi4\nbj8x+q5aUVExeblGcnOM6HOM5OYYyNMXcP+D7UWoNwYNNYg27z3Pxt3naRngwvSxHVCrKq7ncujM\nIWLWJmJQueCrTWLo1NG3FewNtS+tyTz3fbXkkcHKR9/+Tj542XiK0XeJwoIi9GVhbSgLbX2OodzX\njeTnFdzy+P/MGirefCTcuSJ6BHEpJYcjcirf/HqGxwZKFe7bpUUXbMfZcvCbc1w2erNp7ncMmzoG\n1T+YihGqN/d9qxUHfb1cG/wPSZPJRIGxqCyo9blGcrON6HMNJaNsI/pc8zajoajSc2nUoFWZcNIY\nURTkoTTkoMrPwc6YjUNBFjDUojaJUBfqJaVCwdNDWpN8NY/fjyUS4OnAPR39Kty/XXA77B6xYddX\nJ0gy+vLDp1/z4EvjUKvEf/GqXD/6vlI2Cm/Mc98mkwlDfiG5OYaS0bSxJLAN14229blGCguKKz2X\nTm3CVlWEi64AXXE+2oJcNPmZqHMy0OVnoivUoy3KQ2W6degXaG0x2VteV0BMv9zhGvqUQVpGHu+s\nPEyeoZDpYzsgBbpWun9C/EV+Xh2FQeWEq+YiD744Fp3GsiUFGnpfQu0+eVIf+7O42ES+vvwI+vqp\nkNySEbY+10hxUcXZqMCETmXCRlGAzpSPtkCPxpCNNi8DrSEHbaEeXVEe2sI8lFwf+iYU5Kps0Kts\nyFXZkKu2Ra+yQe3khL27G67e7ngFeOHb1As7NxcUJU91iRuljUR9/MaxtlMXrzHru0jsbNS8Nb4z\n7s62le6fnJDItpVHyFc54ayJY9gLD+Ggq3qk05D6sj6MvmuzP2+8uajPvX7OujTE83KNVBZ5CkzY\nKAvRmYzoivRojTlo8jLRFuSiK8xDW6Qv+TsfRfnSECoVaidnlI6OFNrYk6Oy5ZpJS4pRSWKeimyF\nrizAjWobfD0caOrtSJC3I029HPH3dECnqXy6UIR6I9GQgqgyO48msObn0wR6OjDj0U7otJV/A1xN\nSGLTyoPkq5xw0Jzl/okjaGLnVukxd2pf1tfnvq3RnzfeXDSPpm8eYVd0c7GUimJ0GNEV5aMtyEGT\nn4WuMM8c3OX+1hQbyipRKLRa1E7OqJycUDk5oS75W+XkjNrJCZO9I2kFai7lKbhwtYALyTkkpuZQ\nWG6Er1Iq8POwN4e3txNB3o74e9hfV0PAUiLUG4k7NYiqy2QyseonmT8iL9O5lScTh7e9bg32W7mW\nkMzGlQfJVzlipz5Nv2cj8HfyrXD/+t6X9WH0XR0V9eetbi7+fVPRUHKj0bKbi2oKS+apzaPq0vnp\nv/82B7aquAAFoLS1LQvlv8PauVxoO6NyNH+sLLd2f0FhEZdScrmYlMXF5GwuJGWTmJpLUfHf+alW\nKcNwDrwAABHXSURBVPD3cCDI25HAklG4n7sDGnXFT25Vsz9FqDcG9T2IrKmwqJiPvznGmYRMRtwd\nTESPoCqPybiUzIZVh8hXOaDTnKL3U/fRwvXWSxDUp76sr6Pvytx4c1GlVJJ8Jeu6m42lHxcWVn5z\nUVNcMv1RkFsyks4zz1OXm6vWFelRmYpQOjiUBbK6fFA7Opb7mjMqJ0eUmqpX9jQUFJGQksOFpGwu\nJpkD/HJaLsWm8gGuJMDToWQEbp5C8fOwr/TR239KhHojUZ+CqDZk5Rp5Z+UhrmUZmDIylA4t3Ks8\nJiM+iQ2rD5OvckCjOUnnx3rTwbP9TfvVRV/eevR9hfT8q9ftV5ej7wpvLpb/ONuAPreA4uJK8sRk\nQluUXzKKLp2bzrtudK0rykNbbEDjaF8ujJ1QO14/qi772MGh7Ebi7TAYi4hPMYf3xaRsLiRncyVN\nf12Aa9XmAG9aEuBB3k74NLGr0QC/lZooZxcG5AMTZFmOu2EfD2Av0E6WZePNZ7mOCHUramyhDnAx\nKZsP1hxBqVTw5uOd8XO3r/KYaxcvs3HNUfJVDqg0J5HGdKCPf4/r9qnpvswrzOdyyZt16sPou8qb\ni1l56HOM5OX/f3t3Hh1XdR9w/KsZjUazjzZLlrBkWzY/7+DEZk2BBhpCwCxxUwLk4AJpFgItSZOU\npiTtSYA2TUIPkBLSJimmBMoODm4CtCExUBfbLN6AW5vF8oIkr5JmkzRL/3ij0czYksZGHkmj3+cc\nHWnevPfmajT6zZ3fve93E8MPLqaSObM9svPUA4G7kj4qPRU4fL7cYJ3Xw7b7/dg9Xspsox8wo71x\ndmZ64N3s6Ajxwf5wzu9W4bDRXO9jer0vE8Sn1rixH4f2HK3RXPnoUsBpjDlDRE4F7khvA0BEPgH8\nA3Dk6ktKjbKWBh/XXjiXe5/eyt2PbeKWFUvwuoYvv1vV0silV6Z46sE3iDGPtx95na5Lulk28/wR\nc/NHa6x730MOLnbHCHdFrBRIJE5v3/AdOlsyTkUiij8TsHMDt7MsjsftoNJXSXlVdm66EbvfT01z\nA6GkA7vfj83lHvXneTjR3jht6dz3QAql40Ake74Kzgo7s5sCmQHM5gYfU6vd2GzFa+fxUEhQ/xjw\nGwBjzCsisiTv/gRwLvDqKLdNqSGdMreenZ0hVq/dwU+f3sJNf3LSiL2pqhlNXPLZFKv+YyPRvvl8\nsGorD5z/KFfOWY7ddmxXnx5N7/tIV10eTe+7rzd+2OBiqCtC+FCESE+MSLifSCxJ//Bji9iTfTjj\nUYIDKY+sQcVKewKXuxyPpwJn0EN5YKAXPSWvhx3ANsJasYE6H31F+BQZifVnUicDaZSOg9GcfVxO\nO9IctHrh6R54fbX7iHX7J7pCXlF+oCvrdlxEbMaYJIAx5r8hk6ZRqmguO2smuzpDbHxnP4++8A6f\nPXf2iMdUt57AsstTrHp4E7He+YSf28K9/fdx3fzPAUP3kI9X7zt/cDEc6iV8MGx99Vjpj0g0QbQP\nEqnh/8XKEzGc8Si+7F51IoqrPImr0o7b48Djr8QZ8KV71Y1Zg4r+ggcSx1Io2s+OjsHed1t7D52H\ncgO421nO3JaqzADm9AYfdVWukgzgR1JIUO8m99WeCeh5Ch5xrasrvcuKx9Jkfj6/de2pfP2uNTy3\nfifzWms5d2nziMfU1c0j4Hfy7/+6nlhsAbYXtnBP8mfcXHU9dXV+Iv1R2g7tYcehXdZX127auvYc\nVnHQ7/SysH4OLcETaAk00RI8gSZ/PQ67g1QyRTjcR09XjJ6uKDv2fkDXvi66D4QJdccIh/sJR5NE\n+8tIMkywSQ8uujL56QjORAyXI4XXZcfjdeALuPFVe3BVB3EE63AEAjiCQSqCQRwBP2VjWAPnw7w2\nu0K9vLO7i3d2HWL7rkNs39VF54FIzj5el4OTZ9fRekKAWdOCtDYFaagpbqpnvCkkqL8MXAQ8JiKn\nAZuH2K/gZ3GyDewdT5NxoDTf9Zcs4HsrN/DjR9/AU2GjtTEw4jHlU6awbPl8fvX4VmKxBVS+uJlv\nxm7HlrIP3fuumUqjeyp1tin4EwFS3XHC7T2ETJjdPfvYFm4n2msF6t6kndQw/xLW4GIU78CgYipG\npT2Jy2nD7bLj9lXg8bvxVHlxBKoo97dkBhRtHs+wA4nx9Fc0AeQFwWI6mtdmd7gvZwBzR3s3+7vz\nyva6HCyYUZ3TA68JVOYG8FSSfftCo/lrjBuFvkEezeyXRelN1wAXAtuMMc9k7fcuMEdnvxSXBnXL\nlvf280+PbMTvqeA7K5ZS5Sus3svet97lmSfeJmZ3g3srB5ui1PdX4+/3UtFXSVlvOf19NmL9EEvY\n6UuVwzC9wIHBRWc8gjPVawXqCnBV2nB7nHj8lXirPLir/el8dXr+dJEHEothqNdmV6g3ZwBzR0cP\nB3vyPgW5HbQ0+HMCeLXfWXLP0dHQeeqThAb1Qc+ua+Ph325nxlQ/N1+1uOBLsfe++Q6/etLQa3cP\nuY892Z8J1E5bApcjZQVqtwOPz4kn6MVb48VVHcgE65EGEktdba2Xbe/t5/327px54F2h3H5fwFMx\nWAclHcSrfJM7gB/JaE5pVGpC+MTSabR1hFi7tZ37fm34/EVzCwoMdfNaWUaKjc9vglQKl6vcCtQB\nF55qL77aIJU1Qew+PzbH8FMnJ6tUKsXBHqsH/n57D20dPbR1hjiU1wOv8jk5eVZt1oU8PoLeyf3m\nN9o0qKuSUVZWxp9eILQfiLB2azvN9V7OP2XkgVOAunmzuOLsxfqppwCpVIr93bHB9Ek6hdITyS2q\nVRt0sXh27WAPvMFPwDO+Z9eUAg3qqqQ4yu3c8OmFfHfleh55YTtNtR4WzKwZ62ZNWKlUir1dMdoy\nAdwayAzlVUWsDVRy4onBTO+7ucFHa0uNvkmOAQ3qquRU+ZzccNlCvv/ga9z79Fa+vWIJ9dVD58uV\nJZVK0XkomtMDb+voIRyL5+xXF6xkTksVLfVepqcHM0e6olcVjwZ1VZJamwKs+OQcfr76Le56fBO3\nXL0El1Nf7gOSqRQdByKZC3msFEqIaG9uAJ9S5WJ+ehrh9HqrB+6p1AA+numrXJWsMxdOZWdniOfW\n7+RfVm3lxuWLJnxdj2ORTKZoPxDJ5L4HBjJjfYP1BMqA+mo3i1prMlMIm+t9uCs1REw0+hdTJe0z\nf9jK7r1WKYEnX3yX5We3jnWTjqtEMkn7/kjOAGZbR4je/twA3lDjziyl1pIO4PpJpjToX1GVNLvN\nxhcvWcCtKzeweu0Opk3xcsrc+rFu1qhIJJPs2RfJmgPezc6OEH1ZC1CUlUFjjSczhbCl3kdzvZfK\nCv3XL1X6l1Ulz+tycOMfL+K2+zfwi9VvUV/lpqVhYtXLiSeS7NkXzlyBuaO9h52dIfqzAritrIzG\nWg8tDYMDmNMKWNBYlRYN6mpSaKr18IVl87n78U3c/cQmvr1i6bidMx1PJNm9Nzx4JWZHDzs7w8QT\ngwHcbiujqdaTM4VwWp2XCg3gk54GdTVpnDy7lkvPmsmTa97lnic3840rFhd9SbJ8/fEEu/aGc6YR\n7tobylnQ2G6zFjTOvpT+WFekV6VPg7qaVC46vYVdnSHWv93JL5//P64+X4pWY6SvP8HOvaHBKYTt\nPezel78ivY3mem9mAHN6g/+4L2isSosGdTWplJWVce2n5tJxIMLv39jDtClePv6RE0b9cXr7E+zs\nDKV74FYaZU/egsaOclvOAOb0Bh+NtRrA1YejQV1NOs4KOzcsX8j3Vm7gof/aRmONhzktVcd8vlhf\nnLaOUM6FPHvyFzQutzGj0cf0en8mjTK1dnwsaKxKiwZ1NSnVBlx85bKF/OCh17nnqS18Z8WSghYh\nGFjQOHtNzPb9eQsaO+zMagpkpVB8TK3xTMoLn1TxaVBXk9aJ04Jc9Ucncv+zhrse38wdXz075/5I\nLGtF+vT3zrwV6Ssr7MyeFsypBd5QAivSq4lrxKCetfLRSUAM+Lwx5t2s+/8M+ALQD9xmjFl9nNqq\n1Kg7Z3ETbZ0hfvf6bn74wKu01HsyM1E6D1uRvhxpDmbVAvczZRItaKwmhkJ66pcCTmPMGSJyKnBH\nehsiUg/cCHwEcAMvichzxpj+Ic+m1Dhz5Xmz2bMvzLo321n3prVtYEX6wVrgPuqCGsDV+FdIUP8Y\n8BsAY8wrIrIk675TgJeMMXGgW0S2Ya1l+uqot1Sp46TcbuOGTy/kte37cTtsNDf4qMtf0FipCaKQ\noXc/0JV1Oy4itiHuCwEjL+Wu1DjjdTlY/vHZLJkzhSlBlwZ0NWEVEtS7gexpATZjTDLrPn/WfT7g\n0Ci1TSml1FEqJP3yMnAR8JiInAZszrpvHXCriFQALmAOsGWE85UVMnVMFU6fz9Gjz+Xo0uez+MpS\n2VdIHEHW7JdF6U3XABcC24wxz4jIdcAXsco032aMeeo4tlcppdQwRgzqSimlJg69RlkppUqIBnWl\nlCohGtSVUqqEaFBXSqkSUpSCXiJyNvACcLkx5tGs7ZuADcaYa4vRDqWGIiJ/BZwHOIAE8A1jzGtj\n2yo12aVj55eMMVdkbft74C1jzP1HOqaYVRrfBq4AHk03bAFWvRilxpSIzAUuNsacmb69CFgJLB7T\nhillOaopisVMv2wEmkVk4ArUzwEPFPHxlRpKFzBNRK4VkUZjzCasukZKTTjFzqk/AVyW/vkU4H+K\n/PhKHcYYswe4GDgTWCsibwLLxrZVSg1ryN57MYN6CngQuEJEzgLWYF2FqtSYEpFWoMcYc50xpgXr\nU+RPRCQ4xk1TKgpU5m3zprcfUVF76saY9wEPVg12Tb2o8WIR8GMRcaRvb8cqTJcYuyYpBcBbwMki\n0gAgIpXAWcCQg/hjMaXxYWCaMWb7GDy2UocxxjyJ9clxvYi8CPwa+LoxpmdsW6Ymu/Rr8GvAahFZ\nA/wOuDN79bl8WvtFKaVKiF58pJRSJUSDulJKlRAN6kopVUI0qCulVAnRoK6UUiVEg7pSSpUQDepK\nKVVCNKirkiIiU0XkmfTPF4rITSPsv0JE/u0YHme6iPysgP1+e7TnVurDKGbpXaWOO2PMB8BF6ZtL\nKKxs6bFcgTcdmFnAfuccw7mVOmYa1NW4kF4M4G+wirzNBB7HKol7aXqXTwGXYxXbcgNJrEVXjIi8\nB7wCnARcDTwCXAB8CUiJyA7geeDnQABoBB40xnyrwLZ9LX3eBLDOGPNl4E5ghojcDdwE/ASYD9QD\nBlgOfD99/FpjzOkikjTG2NLbVgDnGGOuEZEfAuemf6enjTHfPdrnT6kBmn5R48kpwApgAfBloMMY\nsxTYhLXAysXA2caYRcDTwPVZx642xswFOoGUMeZt4F7gXmPMyvTxDxpjzsAq4PUVEakeqUEiYgNu\nBj6K1fNPishU4M+xVu26ETgD6E0vsjEb603nAmPMXwAYY05Pny7/E0FKRJqBTxpjFqfPM0tEKgp8\nvpQ6jAZ1NZ5sMcbsMcZEgX3AQD66DQgCV2GVbr4dq965N+vYdcOd2BjzI2CniPwlVi/bgVUxdFjG\nmCTwMrAB+Fvgn9Mpnux9XsQq1Xt9+tyz8to2nF1AREReAr4K3GKM6SvwWKUOo0FdjSf5wSye9XMz\nsBYrffKfwH3k1uMfsr40gIj8CKvk83vArVhvGgXV8zfGXIaVygF4VkT+IO/cFwO/BELAL4AXhzh3\n9jZH+txJ4DTgFqAa+F8RmVVIu5Q6Eg3qaqJYCmwzxtwJrMfKmdtHOCbO4LjRecAPjDFPYL1BNBVw\nPCJSm14JabMx5u+A57DSN9nnPhd4OL0QcCdWveuBc8fTKRyAvSIyT0TKsFJJiMjJwO+BNcaYbwJv\nAjJSu5Qaig6UqvEqP//8LHCSiGwFYlgDowuG2HfAGuA+EekAbgceEJGDQAdWOmXGSI0wxuwTkZ8C\nG0QkjJUKug9wAkERWQn8I/CQiHwG6MX6RDFw7lXARhH5KPDXwGrgA+AloNYY84aIrAW2ps//OlY9\nd6WOidZTV0qpEqI9daUAEXkAmJe1qQzrE8CqdNpFqQlBe+pKKVVCdKBUKaVKiAZ1pZQqIRrUlVKq\nhGhQV0qpEqJBXSmlSsj/A3zloiycZk0AAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a898510>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"poc\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.970708 0.996356 0.998227\n",
"S1_Converted_1 0.970708 1.000000 0.946679 0.954684\n",
"S1_Nonpatient_1 0.996356 0.946679 1.000000 0.999666\n",
"All 0.998227 0.954684 0.999666 1.000000\n"
]
},
{
"data": {
"image/png": 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RlJTIY49NR6fTMXjwsH/UXr+UXG7NggXvUVhYQGRkFAMH3kxdnZqPPlrIypVf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\ndF3n47+WUF7RQay9kZUrrIxdON9r3+0LbXn1JGi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VfiYLp6YQEhx4ZYnC9wwk1PcD64CN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\n/IiEuhBC+JH/D62IdRbdiexkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a352f90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"dwell_type\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999710 0.999798 0.999813\n",
"S1_Converted_1 0.999710 1.000000 0.999734 0.999780\n",
"S1_Nonpatient_1 0.999798 0.999734 1.000000 0.999998\n",
"All 0.999813 0.999780 0.999998 1.000000\n"
]
},
{
"data": {
"image/png": 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o/ia647JxUsmpky6JdiQAUp0pZE0sQK1opcORSbq/jfe31HLevJJoRxvSZKR+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\n/A8PvWRfCazfrgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219c63390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"income\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.979564 0.986911 0.986755\n",
"S1_Converted_1 0.979564 1.000000 0.994684 0.995600\n",
"S1_Nonpatient_1 0.986911 0.994684 1.000000 0.999956\n",
"All 0.986755 0.995600 0.999956 1.000000\n"
]
},
{
"data": {
"image/png": 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l53eiRPtGP2eS/XZgJfCxJEnzgfQj9n8BbJJluftA20NALfCMJEkzcAz39Gm0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\nsYEHARLGoPQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219bb2810>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"pcp_status\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.0 1.0 -1.0 -1.0\n",
"S1_Converted_1 1.0 1.0 -1.0 -1.0\n",
"S1_Nonpatient_1 -1.0 -1.0 1.0 1.0\n",
"All -1.0 -1.0 1.0 1.0\n"
]
},
{
"data": {
"image/png": 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hwlWRmGJnUpCQM+FT5wXTC+HQJxDhPhTGSwu71cGX/9pHdX0PyF4yXTWsvPQU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\ni4iUCCV0EZESoYQuIlIilNBFRErE/wFfHgkTlI++AQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219ab8810>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"phone_status\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.0 1.0 -1.0 -1.0\n",
"S1_Converted_1 1.0 1.0 -1.0 -1.0\n",
"S1_Nonpatient_1 -1.0 -1.0 1.0 1.0\n",
"All -1.0 -1.0 1.0 1.0\n"
]
},
{
"data": {
"image/png": 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JKzPhMSgWVcB5kJuICezK6JDhONtY918sottiM1NWUsnBXcloE7KQJPANdKHn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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219b74650>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"email_status\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.0 1.0 1.0 1.0\n",
"S1_Converted_1 1.0 1.0 1.0 1.0\n",
"S1_Nonpatient_1 1.0 1.0 1.0 1.0\n",
"All 1.0 1.0 1.0 1.0\n"
]
},
{
"data": {
"image/png": 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9REREcvXVV/P0079FNb4IoqGhnjlz5gOg1WpJTk6lvr4e+HY4V1nZDgDCwgwY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\nQtyfQNyHLoQQYgHM7bOQhBBCmI4UdCGECBFS0IUQIkRIQRd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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa1f7fe9f90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"portal_status\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 NaN NaN NaN NaN\n",
"S1_Converted_1 NaN NaN NaN NaN\n",
"S1_Nonpatient_1 NaN NaN NaN NaN\n",
"All NaN NaN NaN NaN\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tom/miniconda3/envs/py27/lib/python2.7/site-packages/matplotlib/axes/_base.py:2782: UserWarning: Attempting to set identical left==right results\n",
"in singular transformations; automatically expanding.\n",
"left=0.0, right=0.0\n",
" 'left=%s, right=%s') % (left, right))\n"
]
},
{
"data": {
"image/png": 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cPSeSnhARkZRCRhoXAFXdvS0wFMgubjCzusA1wKlAJ2C8mVUGbgOecPf2wBKg\nXzlrmwCXunsboC1wlpkdB/QHlrn7L4DHgRHfuQdERCRYSGi0A14EcPc3gJOS2k4GFrp7obvnASuI\nj0hK1gHmAx3LUXsmsIp4sODuMeIjou2l1IqIyH6S8vIUkAFsTvq70MwquHvRHtq2ALWB9KTle1pW\nZq277wK+AjCzCcC77v6RmWXsVpsRcpBZWekhZRJAfRkt9We01J/7Xkho5BE/sRcrDozituQTdwaQ\nm7TOjsTP3HLUbgIws6rAdOIhMXAP+1JSm8qGDVtCyiSFrKx09WWE1J/RUn9Gp6zwDbk8tQg4G8DM\n2gDLk9reBNqZWRUzqw0cDbyfWOecRE1n4FXgrXLUAswFlrj7gMQlqm/sS+Jnca2IiOwHabFYrMyC\npKenWiQW9SR+kl/h7vPMrBfQD0gj/kTUbDOrA8wAagEbgcvcfVtoLXAW8SeqXk/UxojfhF+WqK1P\nfGRymbuvT3GMMb37iIbeyUVL/Rkt9Wd0srLS00prSxkaPwIKjYjoH2W01J/RUn9Gp6zQ0If7REQk\nmEJDRESCKTRERCSYQkNERIIpNEREJJhCQ0REgik0REQkmEJDRESCKTRERCSYQkNERIIpNEREJJhC\nQ0REgik0REQkmEJDRESCKTRERCSYQkNERIIpNEREJJhCQ0REgik0REQkmEJDRESCKTRERCSYQkNE\nRIIpNEREJJhCQ0REgik0REQkmEJDRESCKTRERCSYQkNERIIpNEREJJhCQ0REgik0REQkmEJDRESC\nKTRERCSYQkNERIIpNEREJJhCQ0REglVKVWBmacBUoCWwHejt7iuT2vsAfYECYKy7v2BmhwBPAtWA\nL4Ce7r69PLWJbWcBi4Dj3H1nYtka4L+Jl1/s7sO/ayeIiEiYkJHGBUBVd28LDAWyixvMrC5wDXAq\n0AkYb2aVgduAJ9y9PbAE6FeO2qsT2/418BJQJ+n1mgLvuHuHxP8UGCIi+1FIaLQDXgRw9zeAk5La\nTgYWunuhu+cBK4iPSErWAeYDHctRe0bi912J379Ker0TgcPNbIGZzTOzo8pzsCIi8t2EhEYGsDnp\n70Izq1BK2xagNpCetHxPy1LV4u5/d/dcIC1pnS+Ace7eARgPzArYfxERiUjKexpAHvETe7EK7l6U\n1JaR1JYB5CatsyPxM7cctZt2e/1Y0u/vAIUA7r7IzBoE7D9ZWempiySI+jJa6s9oqT/3vZDQWAR0\nAZ41szYBAHb6AAAGsUlEQVTA8qS2N4ExZlYFqA4cDbyfWOccYAbQGXgVeAsYG1ibLHmkMRLIASaY\nWUtgVchBbtiwJaRMUsjKSldfRkj9GS31Z3TKCt+Qy1PPAzvMbBFwDzDEzIaYWRd3XwfcBywEXgGG\nJZ5yGgt0N7NXgTbA/eWp3e31k0cadwLtzeyfwETgyoD9FxGRiKTFYrHUVQe2mN59REPv5KKl/oyW\n+jM6WVnpaaW16cN9IiISTKEhIiLBFBoiIhJMoSEiIsEUGiIiEkyhISIiwRQaIiISTKEhIiLBFBoi\nIhJMoSEiIsEUGiIiEkyhISIiwRQaIiISTKEhIiLBFBoiIhJMoSEiIsEUGiIiEkyhISIiwRQaIiIS\nTKEhIiLBFBoiIhJMoSEiIsEUGiIiEkyhISIiwRQaIiISTKEhIiLBFBoiIhJMoSEiIsEUGiIiEkyh\nISIiwRQaIiISTKEhIiLBFBoiIhJMoSEiIsEUGiIiEkyhISIiwRQaIiISrFKqAjNLA6YCLYHtQG93\nX5nU3gfoCxQAY939BTM7BHgSqAZ8AfR09+3lqU1sOwtYBBzn7jvNrBowC6gD5AE93D0nio4QEZHU\nQkYaFwBV3b0tMBTILm4ws7rANcCpQCdgvJlVBm4DnnD39sASoF85aq9ObPvXwEvEA6JYf2CZu/8C\neBwYsbcHLiIi5RcSGu2AFwHc/Q3gpKS2k4GF7l7o7nnACuIjkpJ1gPlAx3LUnpH4fVfi96/2tC+J\n2jPDDlNERKIQEhoZwOakvwvNrEIpbVuA2kB60vI9LUtVi7v/3d1zgbRS9mVL4m8REdlPUt7TIH7v\nID3p7wruXpTUlnzizgByk9bZkfiZW47aTbu9fqyUfdlT7Z6kZWWlp66SIOrLaKk/o6X+3PdCRhqL\ngLMBzKwNsDyp7U2gnZlVMbPawNHA+4l1zknUdAZeBd4qR22y5JFGyb4kfu5eKyIi+1BaLBYrsyDp\n6akWiUU9iZ/kV7j7PDPrBfQjfnIf6+6zzawOMAOoBWwELnP3beWpTXr9lcDRiaenqidq6xMfmVzm\n7usj6QkREUkpZWiIiIgU04f7REQkmEJDRESCKTRERCRYyCO3IhKhVFPziPyQaaQhsv+VOjWPyA+d\nQkNk/ytrah6RHzSFhsj+V9bUPCI/aPoPVWT/K2tqHpEfNIWGyP5X1tQ8Ij9oenpKZP97HuhoZosS\nf/f8PndGpDw0jYiIiATT5SkREQmm0BARkWAKDRERCabQEBGRYAoNEREJptAQEZFgCg2RvWRmGWb2\n54C6vfq0t5lNN7MjUtT0NrNL9mb7IntDoSGy9w4GTgio29sPQ/0KSEtRcxpQdS+3L1Ju+kS4/KSZ\nWXtgNFAAHAG8AfQBLgeuB4qAd4BB7p5vZhuAt4B6wJfAYWb2nLt3NbOxQAfgIGAjcKG7rw/Yh+OB\naUBF4t+vcRXQFWgA/NXMTgfOTOxPNaA60Jt4WJwH/MrM1gKXAf9w95mJ7Ra5ewUzOwO4K3EsucCl\n7v7Vd+g2+QnTSEMEWgP93f1o4iflW4h/z8Xp7t4SyAdGJmoPAca7eyugP/B5IjCaAke5+6mJ7XxM\nPHgg9WhhCDDR3U8GpgCnuPtdwBdAZ2AT0Bc4x91/TjwAbnL3vwNzgdvc/eU9bLd4hDMc6JfY/l+A\nVsE9I7IbhYYI/MvdP0r8PgsYAcx1902JZdOAM5Lq39x9A+7+MXCjmfUxs4lAG6BW4Ou/ADxgZn8A\ndgJPJrWluXsMuBDoZGajgSvLsW2IB8tsM5sCfOjur5RjXZFvUGiIQGHS7xWIjwySRwdpJF3Kdfcd\nu2/AzE4E/paofQaYTeoRRvH2ngN+TvzS2BDgod22XZN4UDUG/g+4r5Rtx4qXm1nlpO3fC7QHVgB3\nm9nQkP0S2ROFhgi0M7P6iS9C+h3xE/d5ZpaZaO8DLNjDeoX8L0x+Qfx+wjTgQ+DXxO9RpGRmTwEn\nu/sjxEc5xZePird/FFDk7uOAfxC/ZFVxtxqI30c5NvH7BUnbfx3IcPf7gEno8pR8B7oRLgJrgZnA\nYcRHC/cDW4F/mVkl4jfCr07UJj8JtQ5YbWZ/B64AnjezJcRvqi8FmuxhnT0ZB/zBzG5LrDsksXwe\n8FfiIbHEzDyxX/8HNErUvAKMNbNNxEcof0rswwLi90QAhgGPmVkh8fszxcciUm6aGl1+0hJPT410\n9w7f976IHAg00hDZD8zsYuJPZCW/S0sDYoknsUQOCBppiIhIMN0IFxGRYAoNEREJptAQEZFgCg0R\nEQmm0BARkWAKDRERCfb/AXRcBUri6F/6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219b9a050>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"home_land_value\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.959500 0.958609 0.959916\n",
"S1_Converted_1 0.959500 1.000000 0.990380 0.992556\n",
"S1_Nonpatient_1 0.958609 0.990380 1.000000 0.999860\n",
"All 0.959916 0.992556 0.999860 1.000000\n"
]
},
{
"data": {
"image/png": 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SW7RdEATggQdaX8ZuRyMvL49nnvlLVup205txHPARgNZ6JnCE47tS4DT7OxPIx/LuDwf2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\nC4Ig5CD/D/QvFvN7rDJwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a723150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"len_of_residence\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.778051 0.786208 0.792246\n",
"S1_Converted_1 0.778051 1.000000 0.926549 0.941618\n",
"S1_Nonpatient_1 0.786208 0.926549 1.000000 0.999105\n",
"All 0.792246 0.941618 0.999105 1.000000\n"
]
},
{
"data": {
"image/png": 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y548wZA8uMw2SzNbFa4a8/fl1ZRz6smWcCUxJOgCYUa0A9qBqbR91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hQJs7exnq3b/sye2nqSBwOihwZCGIoyaOP3NJ1x7vtwzjpFyrGn6tKFEuJAXdo5h/33bqroG/lO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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21ab2f690>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"combined_owner\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999523 0.999513 0.999530\n",
"S1_Converted_1 0.999523 1.000000 0.999814 0.999844\n",
"S1_Nonpatient_1 0.999513 0.999814 1.000000 0.999999\n",
"All 0.999530 0.999844 0.999999 1.000000\n"
]
},
{
"data": {
"image/png": 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MDnrwegM4HMN0d3ezZ08LmZlZvP/+R5x++le46657OPPMc1i79jheffVPtLS0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\n+jhAGqEjMmGb4nCJrBhSSEOh6FMs5yjNBQTzM6T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"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219b39910>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no_of_persons\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.900836 0.905826 0.906033\n",
"S1_Converted_1 0.900836 1.000000 0.997422 0.997847\n",
"S1_Nonpatient_1 0.905826 0.997422 1.000000 0.999980\n",
"All 0.906033 0.997847 0.999980 1.000000\n"
]
},
{
"data": {
"image/png": 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tVyiVSm688VZmzJjVbJIHiIoahZ2dHfUtFjqamNF3o5rCQnZsTkVn7krkcFu+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\nK4qijHP/PzGXRO6f0F6HAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a2b5a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"mail_responder\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.969361 0.992814 0.991657\n",
"S1_Converted_1 0.969361 1.000000 0.991790 0.992938\n",
"S1_Nonpatient_1 0.992814 0.991790 1.000000 0.999957\n",
"All 0.991657 0.992938 0.999957 1.000000\n"
]
},
{
"data": {
"image/png": 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UzwUPZ1t2Hyhjd1YZQ7o52EXHUY+opbo+++x/PProYq666mq0Wi333nsHQ4bE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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa21a0bddd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"child_0to3_bkt\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999512 0.999811 0.999792\n",
"S1_Converted_1 0.999512 1.000000 0.999930 0.999941\n",
"S1_Nonpatient_1 0.999811 0.999930 1.000000 1.000000\n",
"All 0.999792 0.999941 1.000000 1.000000\n"
]
},
{
"data": {
"image/png": 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oFRcXw9ChQxk+fDBbtmwiJKQqDRs2dvjvSafT8/LLr/HRR1PJyPjz5LutWzdz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa219c4ebd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"child_4to6_bkt\n",
"combined_status_grp S1_Converted_0 S1_Converted_1 S1_Nonpatient_1 All\n",
"combined_status_grp \n",
"S1_Converted_0 1.000000 0.999995 0.999309 0.999419\n",
"S1_Converted_1 0.999995 1.000000 0.999418 0.999519\n",
"S1_Nonpatient_1 0.999309 0.999418 1.000000 0.999995\n",
"All 0.999419 0.999519 0.999995 1.000000\n"
]
},
{
"data": {
"image/png": 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qS4MjJvS6olat2gwc+DAff/w/NJrC/ueZM6dp1qwFAHq9nqZNIzh9+jRw7YRe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\nKf70viOUhNQcZq44jNVmo1X9VoT18ER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h934xxpgaYh8+MsaYGmKhbowxNcRC3RhjaoiF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\na8K+mW4rn8etOKdLUufeDLSq6
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