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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using DataFrames\n",
"using CSV\n",
"using Gadfly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I used the following query\n",
"\n",
"```\n",
"SELECT inflationdest, count(accountid), SUM(balance) FROM accounts\n",
"\tGROUP BY inflationdest\n",
"\tHAVING count(accountid) > 10\n",
"```\n",
"\n",
"and saved the csv, which I'm now loading"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>inflationdest</th><th>count</th><th>sum</th></tr></thead><tbody><tr><th>1</th><td>missing</td><td>226893</td><td>67964595744479725</td></tr><tr><th>2</th><td>GCCD6AJOYZCUAQLX32ZJF2MKFFAUJ53PVCFQI3RHWKL3V47QYE2BNAUT</td><td>9664</td><td>4381776727688085</td></tr><tr><th>3</th><td>GA6EDLOFBNIA6VIZKPUZRXG6OPSKW4ZKBARGLDHCTEZR6GWJ5EOKIN3A</td><td>522</td><td>40789375569237</td></tr><tr><th>4</th><td>GBL7AE2HGRNQSPWV56ZFLILXNT52QWSMOQGDBBXYOP7XKMQTCKVMX2ZL</td><td>1089</td><td>18473840955737</td></tr><tr><th>5</th><td>GAINFLYTLHXSPKIIXFUO63U34F4ZTORGU37JPACXTUR4QCMHOFCVK7BK</td><td>19726</td><td>72076626720696</td></tr><tr><th>6</th><td>GDWNY2POLGK65VVKIH5KQSH7VWLKRTQ5M6ADLJAYC2UEHEBEARCZJWWI</td><td>20</td><td>956551869021922246</td></tr></tbody></table>"
],
"text/plain": [
"6×3 DataFrames.DataFrame. Omitted printing of 1 columns\n",
"│ Row │ inflationdest │ count │\n",
"├─────┼──────────────────────────────────────────────────────────┼────────┤\n",
"│ 1 │ \u001b[90mmissing\u001b[39m │ 226893 │\n",
"│ 2 │ GCCD6AJOYZCUAQLX32ZJF2MKFFAUJ53PVCFQI3RHWKL3V47QYE2BNAUT │ 9664 │\n",
"│ 3 │ GA6EDLOFBNIA6VIZKPUZRXG6OPSKW4ZKBARGLDHCTEZR6GWJ5EOKIN3A │ 522 │\n",
"│ 4 │ GBL7AE2HGRNQSPWV56ZFLILXNT52QWSMOQGDBBXYOP7XKMQTCKVMX2ZL │ 1089 │\n",
"│ 5 │ GAINFLYTLHXSPKIIXFUO63U34F4ZTORGU37JPACXTUR4QCMHOFCVK7BK │ 19726 │\n",
"│ 6 │ GDWNY2POLGK65VVKIH5KQSH7VWLKRTQ5M6ADLJAYC2UEHEBEARCZJWWI │ 20 │"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inflationdata = CSV.read(\"stellar-analysis/inflationdest.csv\")\n",
"head(inflationdata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sort and prep the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>inflationdest</th><th>count</th><th>sum</th><th>fracsum</th></tr></thead><tbody><tr><th>1</th><td>GCZK..C2WC</td><td>37</td><td>73.9993</td><td>7.1581e-8</td></tr><tr><th>2</th><td>GCDK..QOBU</td><td>23</td><td>2097.33</td><td>2.02879e-6</td></tr><tr><th>3</th><td>GB6Y..NOF3</td><td>12</td><td>3316.94</td><td>3.20854e-6</td></tr><tr><th>4</th><td>GCNS..YYQH</td><td>112</td><td>45270.0</td><td>4.37905e-5</td></tr><tr><th>5</th><td>GB56..Y2MP</td><td>26</td><td>70883.7</td><td>6.85671e-5</td></tr><tr><th>6</th><td>GDDR..JLJH</td><td>5215</td><td>1.62708e5</td><td>0.00015739</td></tr><tr><th>7</th><td>GDP3..NAUT</td><td>26</td><td>2.53308e5</td><td>0.000245029</td></tr><tr><th>8</th><td>GDWT..HIXH</td><td>194</td><td>1.78159e6</td><td>0.00172337</td></tr><tr><th>9</th><td>GBL7..X2ZL</td><td>1089</td><td>1.84738e6</td><td>0.00178701</td></tr><tr><th>10</th><td>GDZL..FBZ3</td><td>90</td><td>3.0698e6</td><td>0.00296948</td></tr><tr><th>11</th><td>GA6E..IN3A</td><td>522</td><td>4.07894e6</td><td>0.00394564</td></tr><tr><th>12</th><td>GAIN..K7BK</td><td>19726</td><td>7.20766e6</td><td>0.00697211</td></tr><tr><th>13</th><td>GCLG..LBEW</td><td>8305</td><td>1.92088e7</td><td>0.0185811</td></tr><tr><th>14</th><td>GDCH..L4VW</td><td>15078</td><td>3.31978e7</td><td>0.0321129</td></tr><tr><th>15</th><td>GARE..RFOX</td><td>359</td><td>6.77685e7</td><td>0.0655538</td></tr><tr><th>16</th><td>GD5F..HHFG</td><td>19</td><td>1.19426e8</td><td>0.115523</td></tr><tr><th>17</th><td>GA3F..COPA</td><td>10057</td><td>2.30531e8</td><td>0.222997</td></tr><tr><th>18</th><td>GCCD..NAUT</td><td>9664</td><td>4.38178e8</td><td>0.423858</td></tr><tr><th>19</th><td>NULL</td><td>226893</td><td>6.79646e9</td><td>6.57435</td></tr><tr><th>20</th><td>GDWN..JWWI</td><td>20</td><td>9.56552e10</td><td>92.5291</td></tr></tbody></table>"
],
"text/plain": [
"20×4 DataFrames.DataFrame\n",
"│ Row │ inflationdest │ count │ sum │ fracsum │\n",
"├─────┼───────────────┼────────┼────────────┼─────────────┤\n",
"│ 1 │ GCZK..C2WC │ 37 │ 73.9993 │ 7.1581e-8 │\n",
"│ 2 │ GCDK..QOBU │ 23 │ 2097.33 │ 2.02879e-6 │\n",
"│ 3 │ GB6Y..NOF3 │ 12 │ 3316.94 │ 3.20854e-6 │\n",
"│ 4 │ GCNS..YYQH │ 112 │ 45270.0 │ 4.37905e-5 │\n",
"│ 5 │ GB56..Y2MP │ 26 │ 70883.7 │ 6.85671e-5 │\n",
"│ 6 │ GDDR..JLJH │ 5215 │ 1.62708e5 │ 0.00015739 │\n",
"│ 7 │ GDP3..NAUT │ 26 │ 2.53308e5 │ 0.000245029 │\n",
"│ 8 │ GDWT..HIXH │ 194 │ 1.78159e6 │ 0.00172337 │\n",
"│ 9 │ GBL7..X2ZL │ 1089 │ 1.84738e6 │ 0.00178701 │\n",
"│ 10 │ GDZL..FBZ3 │ 90 │ 3.0698e6 │ 0.00296948 │\n",
"│ 11 │ GA6E..IN3A │ 522 │ 4.07894e6 │ 0.00394564 │\n",
"│ 12 │ GAIN..K7BK │ 19726 │ 7.20766e6 │ 0.00697211 │\n",
"│ 13 │ GCLG..LBEW │ 8305 │ 1.92088e7 │ 0.0185811 │\n",
"│ 14 │ GDCH..L4VW │ 15078 │ 3.31978e7 │ 0.0321129 │\n",
"│ 15 │ GARE..RFOX │ 359 │ 6.77685e7 │ 0.0655538 │\n",
"│ 16 │ GD5F..HHFG │ 19 │ 1.19426e8 │ 0.115523 │\n",
"│ 17 │ GA3F..COPA │ 10057 │ 2.30531e8 │ 0.222997 │\n",
"│ 18 │ GCCD..NAUT │ 9664 │ 4.38178e8 │ 0.423858 │\n",
"│ 19 │ NULL │ 226893 │ 6.79646e9 │ 6.57435 │\n",
"│ 20 │ GDWN..JWWI │ 20 │ 9.56552e10 │ 92.5291 │"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sort!(inflationdata, cols=:sum, rev=false)\n",
"new_names = map(inflationdata[:inflationdest]) do i # prettier printing\n",
" if !ismissing(i)\n",
" \"$(i[1:4])..$(i[end-3:end])\"\n",
" else\n",
" \"NULL\"\n",
" end\n",
"end\n",
"inflationdata[:inflationdest] = new_names\n",
"inflationdata[:sum] = inflationdata[:sum]./10_000_000 # data stored in stroops, convert to XLM\n",
"inflationdata[:fracsum] = inflationdata[:sum] ./ sum(inflationdata[:sum]) * 100\n",
"inflationdata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 18.49 billion XLM number below is from the Stellar Dashboard"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"0.36757490535424553"
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},
"execution_count": 4,
"metadata": {},
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"source": [
"6.79646e9/18.49e9"
]
},
{
"cell_type": "code",
"execution_count": 5,
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{
"data": {
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"0.7627501537985726"
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"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"226893/sum(inflationdata[:count])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
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