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"end_time": "2018-07-19T19:43:17.835576Z",
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"outputs": [
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"name": "stdout",
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"text": [
"Installing requirements ..\n",
"Done\n"
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"source": [
"%run \"Retropy_framework.ipynb\""
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"text": [
"/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",
"\n"
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"source": [
"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\")"
]
},
{
"cell_type": "code",
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"end_time": "2018-07-18T10:26:20.123781Z",
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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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"metadata": {},
"source": [
"### השוואה של קרן השתלמות מחקה ממדי חול איי-בי-איי למדדי חול"
]
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""
],
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""
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"source": [
"s = getKeren(1544)\n",
"bench = get(\"URTH\")\n",
"bench = wrap(get(\"SPY:50|VGK:30|EEM:13|EWJ:7\", mode=\"NTR\"), \"ntr\")\n",
"benchTR = get(\"SPY:50|VGK:30|EEM:13|EWJ:7\", mode=\"TR\")\n",
"vt = get(\"VT\", mode=\"NTR\")\n",
"show(s / bench, s, bench, vt, trim=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### השוואה של קרן השתלמות מחקה סנופי איי-בי-איי לסנופי"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-18T10:30:53.396940Z",
"start_time": "2018-07-18T10:30:53.192529Z"
}
},
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{
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"source": [
"s = getKeren(2265)\n",
"bench = get(\"SPXNTR@IC\")\n",
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{
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"source": [
"### כל קרנות ההשתלמות מגמל.נט"
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"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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"482 | ** מורים על יסודי\n",
"2018 | *** פסגות שיא השתלמות הלכה\n",
"484 | ** מורים וגננות - מסלול כללי\n",
"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": 302,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-19T20:24:45.308834Z",
"start_time": "2018-07-19T20:24:45.302842Z"
},
"collapsed": true
},
"outputs": [],
"source": [
"def getMedianSer(lst):\n",
" df = pd.DataFrame([s.s for s in lst]).T\n",
" return wrap(df.median(axis=1), \"median\")"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-19T18:43:50.052416Z",
"start_time": "2018-07-19T18:43:50.042206Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['1204 | *** אי.בי.אי השתלמות כללי',\n",
" '1083 | אינפיניטי השתלמות כללי',\n",
" '1093 | *** אלטשולר שחם השתלמות כללי',\n",
" \"1290 | אלטשולר שחם השתלמות כללי ב'\",\n",
" '962 | *** אנליסט השתלמות כללי ',\n",
" '964 | *** אקסלנס השתלמות כללי',\n",
" '132 | *** הלמן-אלדובי השתלמות כללי',\n",
" '154 | הראל השתלמות כללי',\n",
" '1162 | ילין לפידות קרן השתלמות מסלול כללי',\n",
" '456 | *** כלל השתלמות כללי',\n",
" '579 | *** מגדל השתלמות כללי',\n",
" '1157 | *** מגדל השתלמות ביג כללי לפחות 30% מניות',\n",
" '880 | *** מיטב דש השתלמות כללי',\n",
" '828 | *** מנורה מבטחים השתלמות כללי',\n",
" '1059 | *** פסגות שיא השתלמות פאסיבי-כללי',\n",
" '1218 | *** פסגות שיא השתלמות כללי',\n",
" '396 | *** פסגות שיא השתלמות כללי']"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lst = [s for s in allKranot if s.index[0].year < 2010 and \"כללי\" in s.name]\n",
"lst = [s for s in lst if not \" ** \" in s.name] # exclude exclusive funds for specific sectors\n",
"lst = sorted(lst, key=lambda s: s.name.split(\"|\")[1].strip(\" *\").split(\" \")[0])\n",
"[s.name for s in lst]"
]
},
{
"cell_type": "code",
"execution_count": 306,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-19T20:26:25.009453Z",
"start_time": "2018-07-19T20:26:24.530304Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
"name": "1204 | *** אי.בי.אי השתלמות כללי",
"type": "scatter",
"x": [
"2008-07-01",
"2008-08-01",
"2008-09-01",
"2008-10-01",
"2008-11-01",
"2008-12-01",
"2009-01-01",
"2009-03-01",
"2009-04-01",
"2009-05-01",
"2009-06-01",
"2009-07-01",
"2009-08-01",
"2009-09-01",
"2009-10-01",
"2009-11-01",
"2009-12-01",
"2010-01-01",
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"base = get(\"VT:60|VFITX:40\", mode=\"NTR\")\n",
"basem = bom(base)\n",
"\n",
"lst = [s.dropna() for s in lst]\n",
"medianSer = getMedianSer(lst)\n",
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},
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AABgWu441avveGjW1hJSRlqwta3O0YUnmiPy1jTE6feW0HXZKa0vVcL1BkjR1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\nAhjL/U/dn2UXLcvqh1fnU/t/KqcccIr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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"allbases = mix(\"VT\", \"VFITX\", n=10, mode=\"NTR\")\n",
"allbases = list(map(bom, allbases))\n",
"allbases = trimBy(allbases, shown)\n",
"\n",
"showRiskReturn(shown + allbases) \n",
"showRiskReturn(allbases, setlim=False, lines=True, color=\"green\")\n",
"showRiskReturn([allbases[6]], setlim=False, lines=True, color=\"red\")"
]
},
{
"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": 304,
"metadata": {
"ExecuteTime": {
"end_time": "2018-07-19T20:25:21.489890Z",
"start_time": "2018-07-19T20:25:21.289559Z"
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"data": [
{
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{
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"lst = trimBy(lst, lst)\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",
"\n",
"medianSer = getMedianSer(lst)\n",
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"# be sure to save before you publish\n",
"# when done, you will get a public link to an HTML file with the results\n",
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}
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