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"Installing requirements ..\n",
"Done\n"
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"/home/user/anaconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2698: DtypeWarning:\n",
"\n",
"Columns (4,13) have mixed types. Specify dtype option on import or set low_memory=False.\n",
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"mdf = pd.read_csv(\"Research/GemelNet.csv\")\n",
"mdf[\"month_return\"] = mdf[\"month_return\"].astype(str)\n",
"mdf[\"month\"] = pd.to_datetime(mdf[\"month\"], format=\"%Y/%m/%d\")\n",
"mdf[\"month_return\"] = pd.to_numeric(mdf[\"month_return\"].str.replace(\"%\", \"\"), errors=\"coerce\")"
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"#mdf = mdf.set_index(\"month\")\n",
"\n",
"def getValue(df):\n",
" df = df.set_index(\"month\")\n",
" ser = df[\"month_return\"].dropna().copy()\n",
" if len(ser) == 0:\n",
" return pd.Series()\n",
" prevMonth = ser.index[0] + pd.DateOffset(months=-1)\n",
" ser[prevMonth] = 0 # we want the serie sto start at 1.0\n",
" ser = ser.sort_index()\n",
" ser.index = ser.index + pd.DateOffset(months=1)\n",
" return (1+ser.dropna()/100).cumprod()\n",
"\n",
"#sym = mdf[mdf[\"ID\"] == 1544]\n",
"#ym[\"month_return\"]\n",
"#getValue(sym).plot()\n",
"\n",
"def getKeren(id):\n",
" df = mdf[mdf[\"ID\"] == id]\n",
" name = str(id) + \" | \" + df.iloc[0][\"name\"]\n",
" s = getValue(df)\n",
" usdils = getForex(\"USD\", \"ILS\")\n",
" s = (s/usdils).dropna()\n",
" if len(s) > 0:\n",
" s = s / s[0]\n",
" return wrap(s, name)\n",
" "
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"source": [
"### השוואה של קרן השתלמות מחקה ממדי חול איי-בי-איי למדדי חול"
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""
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"source": [
"s = getKeren(1544)\n",
"bench = get(\"URTH\")\n",
"bench = get(\"SPY:50|VGK:30|EEM:13|EWJ:7\")\n",
"show(s, bench, VT, trim=True)"
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},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### השוואה של קרן השתלמות מחקה סנופי איי-בי-איי לסנופי"
]
},
{
"cell_type": "code",
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"metadata": {
"ExecuteTime": {
"end_time": "2018-07-18T07:12:25.323115Z",
"start_time": "2018-07-18T07:12:25.241562Z"
}
},
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""
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],
"source": [
"s = getKeren(2265)\n",
"bench = get(\"SPXNTR@IC\")\n",
"x = (s / bench).dropna()\n",
"show(s, bench, trim=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### כל קרנות ההשתלמות מגמל.נט"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-18T07:12:32.603703Z",
"start_time": "2018-07-18T07:12:26.602345Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2048 | *** מגדל השתלמות הלכה\n",
"1537 | אינפיניטי השתלמות מניות בחו\"ל\n",
"8704 | \"אינטרגמל השתלמות\"-מדד \"תל בונד 20\"\n",
"8705 | \"אינטרגמל השתלמות\"-מסלול מזומנים ושווי מזומנים\n",
"1542 | אקסלנס השתלמות בניהול אישי\n",
"2055 | *** מיטב דש השתלמות חו\"ל\n",
"1544 | *** אי.בי.אי השתלמות פאסיבי - מדדי מניות חו\"ל\n",
"1034 | *** הראל השתלמות מסלול חו\"ל\n",
"2058 | הלמן-אלדובי השתלמות שריעה\n",
"1038 | ילין לפידות קרן השתלמות מסלול אג\"ח עד 25% מניות\n",
"7703 | אנליסט השתלמות כללי פאסיבי\n",
"2041 | ** מורים תיכוניים - מסלול הלכה\n",
"1059 | *** פסגות שיא השתלמות פאסיבי-כללי\n",
"554 | *** מיטב דש השתלמות עד 6 שנות וותק\n",
"2091 | *** אקסלנס השתלמות אג\"ח עד 20% מניות\n",
"558 | *** אלטשולר שחם השתלמות אג\"ח עד 15% במניות\n",
"2100 | אי.בי.אי השתלמות בניהול אישי\n",
"566 | *** הראל השתלמות לטווח ארוך\n",
"(מסלול לאוכלוסיית יעד) \n",
"8761 | הראל השתלמות IRA IRA\n",
"1083 | אינפיניטי השתלמות כללי\n",
"1084 | אינפיניטי השתלמות אג\"ח\n",
"1085 | אינפיניטי השתלמות מניות בישראל\n",
"2114 | אינפיניטי השתלמות IRA בניהול אישי\n",
"579 | *** מגדל השתלמות כללי\n",
"580 | ** שיבולת - השתלמות\n",
"1093 | *** אלטשולר שחם השתלמות כללי\n",
"2115 | כלל השתלמות אג\"ח\n",
"9802 | ** אומגה קרן השתלמות אג\"ח עד 15% מניות\n",
"8779 | אנליסט השתלמות חו\"ל\n",
"1100 | *** אקסלנס השתלמות אג\"ח עד 15% מניות\n",
"9803 | ** אומגה קרן השתלמות אג\"ח עד 25% מניות\n",
"7253 | מגדל השתלמות לבני 50 ומטה\n",
"1110 | *** מנורה השתלמות אג\"ח קונצרני\n",
"599 | *** מגדל השתלמות אג\"ח עד 10% מניות\n",
"7254 | מגדל השתלמות לבני 50 עד 60\n",
"7256 | מגדל השתלמות פאסיבי כללי\n",
"1114 | *** מנורה השתלמות שקלי לטווח קצר\n",
"610 | *** פסגות שיא השתלמות אג\"ח\n",
"611 | *** פסגות שיא השתלמות כספי\n",
"612 | *** פסגות שיא השתלמות מניות\n",
"11929 | קל השתלמות מניות מניות \n",
"11931 | קל השתלמות מניות פאסיבי\n",
"1149 | *** מנורה השתלמות אג\"ח עד 10% מניות\n",
"132 | *** הלמן-אלדובי השתלמות כללי\n",
"1157 | *** מגדל השתלמות ביג כללי לפחות 30% מניות\n",
"1162 | ילין לפידות קרן השתלמות מסלול כללי\n",
"7819 | אי.בי.אי השתלמות פאסיבי - כללי\n",
"9869 | הלמן-אלדובי השתלמות פאסיבי -כללי\n",
"9870 | הלמן-אלדובי השתלמות חו\"ל\n",
"9871 | הלמן-אלדובי השתלמות ישראל\n",
"11408 | מנורה מבטחים השתלמות פאסיבי כללי\n",
"11409 | מנורה מבטחים השתלמות פאסיבי אג\"ח עד 15% במניות\n",
"8339 | ** מסלול - אג\"ח\n",
"12435 | ** השתלמות רופאים מניות \n",
"11414 | עובדי המדינה הלכתי הלכה יהודית\n",
"11926 | קל השתלמות כללי\n",
"11928 | קל השתלמות אג\"ח אג\"ח\n",
"11927 | קל השתלמות כללי פאסיבי\n",
"154 | הראל השתלמות כללי\n",
"9882 | אקסלנס השתלמות אג\"ח עד 10% מניות\n",
"11930 | קל השתלמות אג\"ח פאסיבי\n",
"11933 | קל השתלמות מדד אג\"ח ישראל\n",
"1182 | ** קרן השתלמות של עובדי האוניברסיטה העברית\n",
"1183 | *** פסגות שיא השתלמות ישראל\n",
"11935 | קל השתלמות אג\"ח צמוד מדד בינוני\n",
"11936 | קל השתלמות חו\"ל חו\"ל\n",
"11937 | קל השתלמות חו\"ל פאסיבי\n",
"11934 | קל השתלמות מדד חו\"ל\n",
"11932 | קל השתלמות מדד מניות ישראל\n",
"1190 | *** אקסלנס השתלמות אג\"ח עד 25% מניות\n",
"686 | *** אקסלנס השתלמות לטווח קצר\n",
"1202 | *** אי.בי.אי השתלמות אג\"ח ללא מניות\n",
"1203 | אי.בי.אי קרן השתלמות מסלול אג\"ח עד 10% מניות\n",
"1204 | *** אי.בי.אי השתלמות כללי\n",
"1205 | *** אי.בי.אי השתלמות מניות\n",
"8885 | מיטב דש השתלמות אג\"ח עד 25% במניות\n",
"11957 | אינפיניטי השתלמות אג\"ח עד 25% מניות\n",
"1210 | אינפיניטי השתלמותאג\"ח ממשלת ישראל\n",
"8891 | ** רעות אג\"ח עד 10% במניות\n",
"2236 | איי.אר.איי ישראל השתלמות בניהול אישי\n",
"8890 | מגדל השתלמות בניהול אישי IRA\n",
"8382 | ** מסלול מישור אג\"ח \n",
"9919 | אקסלנס השתלמות פאסיבי- מדדי חו\"ל\n",
"1218 | *** פסגות שיא השתלמות כללי\n",
"2244 | פסגות שיא השתלמות חו\"ל\n",
"199 | *** מגדל השתלמות אג\"ח\n",
"8394 | ** מורים על יסודי מסלול הלכה\n",
"715 | *** אקסלנס השתלמות שקלי טווח קצר\n",
"716 | *** אקסלנס השתלמות אג\"ח ללא מניות\n",
"2252 | אינפיניטי השתלמות אג\"ח עד 15% מניות\n",
"2254 | אינפיניטי השתלמות לחוסכים מוטי סיכון\n",
"8395 | ** מישור מסלול הלכה\n",
"1240 | *** מיטב דש השתלמות אג\"ח ללא מניות\n",
"2264 | *** אי.בי.אי השתלמות מחקה מדד ת\"א 35\n",
"2265 | אי.בי.אי השתלמות מחקה מדד S&P500\n",
"2270 | אי.בי.אי השתלמות פאסיבי משולב עד 10% מניות\n",
"2271 | אי.בי.אי השתלמות פאסיבי משולב עד 25% מניות\n",
"736 | *** הלמן-אלדובי השתלמות אג\"ח\n",
"737 | *** הלמן-אלדובי השתלמות שקלי\n",
"738 | *** הלמן-אלדובי השתלמות מניות\n",
"1256 | *** מנורה השתלמות-מניות\n",
"1257 | ** רום רביד אג\"ח ללא מניות\n",
"1258 | ** רום ספיר מניות\n",
"9451 | אינטרגמל השתלמות -מניות S&P500\n",
"1262 | ** מינהל - השתלמות - מניות\n",
"763 | הראל השתלמות מסלול מניות\n",
"764 | הראל השתלמות אג\"ח עד 10% מניות \n",
"768 | *** מיטב דש השתלמות כהלכה\n",
"8702 | \"אינטרגמל השתלמות\"-אג\"ח ממשלת ישראל, צמוד מדד לטווח של 5-10 שנים\n",
"9479 | עובדי מדינה - מניות\n",
"1290 | אלטשולר שחם השתלמות כללי ב'\n",
"8703 | \"אינטרגמל השתלמות\"-אג\"ח ממשלתי שקלי בריבית קבועה\n",
"282 | ** מישור\n",
"284 | ** מורים וגננות - מסלול כללי\n",
"285 | ** מורים תיכוניים - מסלול כללי\n",
"286 | ** אומגה קרן השתלמות מסלול כללי\n",
"797 | *** אקסלנס השתלמות מניות\n",
"288 | ** קרן השתלמות לאקדמאים במדעי החברה והרוח מסלול כללי\n",
"289 | ** קרן השתלמות לעובדי בנק ישראל\n",
"290 | ** הנדסאים וטכנאים - מסלול כללי\n",
"1820 | ** ק.ס.מ אג\"ח \n",
"292 | ** השתלמות משפטנים\n",
"293 | ** ק.ס.מ\n",
"294 | ** השתלמות שופטים\n",
"295 | ** ק.ה.ר\n",
"1318 | ** הנדסאים וטכנאים - מסלול מניות\n",
"1316 | ** רעות - אג\"ח ללא מניות\n",
"1317 | ** רעות מניות \n",
"299 | ** מינהל-השתלמות - כללי\n",
"1319 | ילין לפידות קרן השתלמות מסלול אג\"ח\n",
"9528 | אקסלנס השתלמות הלכה\n",
"828 | *** מנורה מבטחים השתלמות כללי\n",
"1348 | כלל השתלמות אג\"ח צמוד מדד\n",
"1861 | מנורה מבטחים השתלמות טווח ארוך\n",
"1350 | כלל השתלמות מניות\n",
"1351 | כלל השתלמות שקלי טווח קצר\n",
"1353 | *** מיטב דש השתלמות מעל 6 שנות וותק \n",
"1354 | *** הפניקס השתלמות - מסלול אג\"ח\n",
"9545 | הפניקס השתלמות - מסלול פאסיבי - מדדי אג\"ח \n",
"9546 | הפניקס השתלמות - מסלול פאסיבי - מדדי אג\"ח חו\"ל \n",
"9549 | הפניקס השתלמות - מסלול מתמחה שקלי טווח קצר \n",
"9548 | הפניקס השתלמות - מסלול פאסיבי- מדדי מניות חו\"ל \n",
"9547 | הפניקס השתלמות מסלול פאסיבי - מדדי מניות \n",
"1361 | ילין לפידות קרן השתלמות מסלול אג\"ח ממשלת ישראל\n",
"1367 | הלמן-אלדובי השתלמות אג\"ח עד 15% במניות\n",
"1369 | הראל השתלמות מסלול שקלי\n",
"1370 | *** מיטב דש השתלמות שקלי טווח קצר\n",
"864 | *** מגדל השתלמות שקלי טווח קצר\n",
"865 | *** מגדל השתלמות אג\"ח ממשלתי ישראלי\n",
"1378 | *** אלטשולר שחם השתלמות אג\"ח ללא מניות\n",
"1377 | *** אלטשולר שחם השתלמות מניות\n",
"868 | *** מגדל השתלמות חו\"ל\n",
"869 | *** מגדל השתלמות מניות\n",
"9568 | הראל השתלמות כללי פאסיבי \n",
"1384 | ** הנדסאים וטכנאים מסלול אג\"ח\n",
"1385 | ** מינהל - השתלמות - אג\"ח\n",
"1387 | *** מיטב דש השתלמות אג\"ח ממשלת ישראל\n",
"880 | *** מיטב דש השתלמות כללי\n",
"881 | *** מיטב דש השתלמות אג\"ח צמוד מדד\n",
"883 | *** מיטב דש השתלמות מניות\n",
"8563 | ילין לפידות קרן השתלמות מסלול מניות\n",
"1398 | אלטשולר שחם השתלמות כספי\n",
"1399 | אלטשולר שחם השתלמות אג\"ח ממשלות\n",
"378 | ** ק.ל.ע מסלול כללי\n",
"8058 | *** הראל השתלמות אג\"ח קונצרני \n",
"1404 | ** עובדי המדינה - אג\"ח ממשלת ישראל\n",
"382 | ** עובדי מדינה - כללי\n",
"1408 | *** מנורה השתלמות-אג\"ח ממשלת ישראל\n",
"1409 | מנורה מבטחים השתלמות-מניות חו\"ל\n",
"1410 | ** קרן החיסכון לצבא הקבע מסלול אג\"ח ללא מניות\n",
"1411 | ** קרן החיסכון לצבא הקבע מניות\n",
"392 | ** רעות-כללי\n",
"394 | ** קרן השתלמות עוצ\"מ\n",
"395 | *** הלמן-אלדובי השתלמות אג\"ח עד 25% במניות\n",
"396 | *** פסגות שיא השתלמות כללי\n",
"1424 | *** פסגות שיא השתלמות אגח עד 10% מניות\n",
"1429 | *** פסגות שיא השתלמות אג\"ח ממשלת ישראל\n",
"1430 | ** רעות שיקלי\n",
"8597 | *** הפניקס השתלמות - מסלול אג\"ח עד 25% מניות\n",
"408 | ** רום קרן השתלמות לעובדי רשויות מקומיות - קלאסי כללי\n",
"1433 | ** ק.ל.ע מסלול אג\"ח עד 25% מניות\n",
"416 | *** הראל השתלמות אג\"ח עד 20% מניות \n",
"418 | ** אחים ואחיות - מסלול כללי\n",
"419 | ** השתלמות רופאים כללי\n",
"420 | ** פ.ר.ח - כללי\n",
"1443 | *** אי.בי.אי השתלמות פאסיבי - מדדי אג\"ח ממשלת ישראל\n",
"1445 | ** אומגה קרן השתלמות מסלול אג\"ח\n",
"423 | ** קרן השתלמות עובדי חברת חשמל\n",
"1446 | ** אומגה קרן השתלמות מסלול מניות\n",
"1451 | ** קרן השתלמות לאקדמאים במדעי החברה והרוח מסלול אג\"ח\n",
"1452 | ** קרן השתלמות לאקדמאים במדעי החברה והרוח מסלול מניות\n",
"1454 | ** השתלמות משפטנים מנייתי\n",
"1455 | ** השתלמות משפטנים ללא מניות\n",
"1456 | ** אחים ואחיות - מסלול ללא מניות\n",
"8628 | אקסלנס השתלמות פאסיבי-מדדי אג\"ח עד 25% במדדי מניות\n",
"8629 | *** אקסלנס השתלמות פאסיבי - כללי\n",
"438 | ** קרן החיסכון לצבא הקבע כללי\n",
"8631 | *** אקסלנס השתלמות פאסיבי-מדדי אג\"ח\n",
"8630 | *** אקסלנס השתלמות פאסיבי-מדדי מניות \n",
"9662 | מנורה השתלמות אג\"ח עד 20% מניות\n",
"1471 | ** פ.ר.ח - אג\"ח ללא מניות\n",
"1472 | ** השתלמות רופאים אג\"ח ממשלת ישראל\n",
"8129 | אנליסט השתלמות כללי אג\"ח עד 10% מניות\n",
"962 | *** אנליסט השתלמות כללי \n",
"963 | אנליסט השתלמות מניות\n",
"964 | *** אקסלנס השתלמות כללי\n",
"456 | *** כלל השתלמות כללי\n",
"968 | *** אקסלנס השתלמות מניות\n",
"1821 | ** ק.ס.מ מניות \n",
"1483 | *** הפניקס השתלמות -שיטת הפניקס\n",
"972 | אנליסט השתלמות אג\"ח\n",
"973 | אנליסט השתלמות אג\"ח ממשלת ישראל\n",
"1485 | הראל השתלמות אג\"ח ללא מניות \n",
"1487 | מיטב השתלמות בניהול אישי\n",
"9676 | אינטרגמל השתלמות מעורב מחקה מדדים\n",
"1489 | הלמן-אלדובי השתלמות בניהול אישי\n",
"1491 | אינפיניטי השתלמות אג\"ח קונצרני\n",
"7635 | ** עובדי מדינה - משולב-אג\"ח עד 15 אחוז מניות\n",
"470 | מגדל השתלמות לבני 60 ומעלה\n",
"12256 | אלטשולר שחם השתלמות הלכה\n",
"481 | מיטב דש השתלמות כללי פאסיבי\n",
"482 | ** מורים על יסודי\n",
"2018 | *** פסגות שיא השתלמות הלכה\n",
"484 | ** מורים וגננות - מסלול כללי\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"485 | ** מורים תיכוניים - מסלול כללי\n",
"8679 | אנליסט השתלמות אג\"ח עד 20% במניות\n",
"2024 | הפניקס השתלמות בניהול אישי\n",
"1515 | פסגות השתלמות בניהול אישי\n",
"1523 | *** הראל השתלמות מסלול כהלכה\n",
"2036 | ** מורים וגננות - מסלול אג\"ח\n",
"2035 | ** מורים וגננות - מסלול הלכה\n",
"2038 | ** מורים תיכוניים - מסלול אג\"ח\n",
"2039 | ** מורים וגננות - מסלול הלכה\n",
"2040 | ** מורים וגננות - מסלול אג\"ח\n",
"2037 | ** מורים תיכוניים - מסלול הלכה\n",
"2042 | ** מורים תיכוניים - מסלול אג\"ח\n",
"8701 | \"אינטרגמל השתלמות\"-מדד \"מניות תל אביב 35\"\n",
"1534 | כלל השתלמות הלכה\n",
"1535 | אנליסט השתלמות שקלי טווח קצר\n"
]
}
],
"source": [
"allKranotIDs = set(mdf.loc[mdf[\"type\"]==\"קרן השתלמות\", \"ID\"].values)\n",
"allKranot = []\n",
"for id in allKranotIDs:\n",
" keren = getKeren(id)\n",
" allKranot.append(keren)\n",
" print(keren.name)\n",
"allKranot = [s for s in allKranot if len(s.s) > 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### השוואה של כל קרנות ההשתלמות במסלול כללי לתיק 60\\40 פשוט"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-18T07:12:33.039522Z",
"start_time": "2018-07-18T07:12:32.605461Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"name": "1059 | *** פסגות שיא השתלמות פאסיבי-כללי",
"type": "scatter",
"x": [
"2008-07-01",
"2008-08-01",
"2008-09-01",
"2008-10-01",
"2008-11-01",
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"2009-03-01",
"2009-04-01",
"2009-05-01",
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"layout": {
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""
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"source": [
"lst = [s for s in allKranot if s.index[0].year < 2010 and \"כללי\" in s.name]\n",
"\n",
"base = get(\"VT:60|VFITX:40\")\n",
"lst = [(s).dropna() for s in lst]\n",
"\n",
"show(*lst, base, ta=True, legend=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### השוואה של כל קרנות ההשתלמות במסלול כללי לתיק 60\\40 פשוט - השוואה יחסית בין הקרנות"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-18T07:12:33.431450Z",
"start_time": "2018-07-18T07:12:33.041593Z"
}
},
"outputs": [
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"def getMedianSer(lst):\n",
" df = pd.DataFrame([s.s for s in lst]).T\n",
" return wrap(df.median(axis=1), \"median\")\n",
"\n",
"lst = [s / s[0] for s in lst]\n",
"finals = [(s, s[-1]) for s in lst]\n",
"finals = sorted(finals, key=lambda x: x[1])\n",
"medianSer = finals[len(finals) // 2][0]\n",
"medianSer = getMedianSer(lst)\n",
"lst2 = [s / medianSer for s in lst]\n",
"\n",
"show(*lst2, base, ta=True, legend=False)"
]
},
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"# when done, you will get a public link to an HTML file with the results\n",
"publish()"
]
}
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