1. On-chain data vs derivatives data β€” zinasimulia tofauti

Watu wengi wanaweka funding rate, open interest, liquidation map, na MVRV, SOPR pamoja β€” hii ni sawa, lakini lazima kwanza kutofautisha: hazichunguzi dunia moja. Derivatives data zinatoka kwenye exchange matching engine, zinasimulia "saa hii leverage users wanafanya nini," time scale ya dakika hadi siku chache. On-chain data zinatoka kwenye BTC node yenyewe β€” kila UTXO inapotengenezwa, inapotumika, source ni exchange au cold wallet β€” zinasimulia "mwezi huu holders halisi wanafanya nini," time scale ya siku chache hadi miezi.

Kuchanganya zote ni rahisi kupata mgongano: on-chain MVRV inaonyesha bear bottom, lakini derivatives funding rate inaonyesha long overheated. Si mgongano β€” ni time scales mbili tofauti. MVRV inasema "miezi 3 baadaye probability ya rally ni high," funding rate inasema "usiku huu jihadhari kufungua long." Zote ni sahihi. Kanuni ya kukumbuka: on-chain inakuambia "wapi," derivatives zinakuambia "sasa." Ukaangalia on-chain kwa position sizing, ukaangalia derivatives kwa entry/exit timing. Usichanganye matumizi.

DimensionOn-chainDerivatives
Data sourceBTC node public UTXOExchange matching records
Time scaleSiku 3 – miezi 12Dakika 5 – siku 3
HadithiHolder structure, cost distributionLeverage sentiment, liquidation pressure
Mifano ya kawaidaMVRV, SOPR, NUPL, HODL WavesFunding rate, open interest, long/short ratio
Misuse ya kawaidaShort-term entry trigger (wrong)Cycle top/bottom judgment (wrong)
Source kuuGlassnode, CryptoQuantCoinGlass, Coinalyze, Binance

2. Metric 1: MVRV β€” mara ngapi ya realized price

MVRV (Market Value to Realized Value) ni ratio ya market cap Γ· realized cap. Ilipendekezwa mwaka 2018 na Murad Mahmudov na David Puell; sasa ni de facto standard kwa cycle judgment (Glassnode Academy: MVRV Z-Score full definition). Kuielewa, anza kwa kuelewa denominator. Market cap ya kawaida = BTC price ya sasa Γ— supply. Realized cap kinyume chake: kila BTC inahesabiwa kwa bei ya last on-chain movement, kisha imejumlishwa. BTC iliyochimbwa 2014 na haijasonga inachangia bei ya $400 (bei ya 2014); BTC iliyohamishwa juzi kutoka exchange kwenda cold wallet inachangia bei ya leo ($90K+). Jumla yake ni "network's book cost" β€” weighted average buy price Γ— supply. Hii ni unique kwa BTC: stock market haiwezi kuhesabu, kwa sababu hujui "current holder wa share hii alilipa kiasi gani." BTC, kwa sababu UTXO yoyote ina timestamp na chain history ni public, inaweza kuhesabiwa hasa.

MVRV = 1.0 inamaanisha market cap = realized cap, yaani network kwa wastani iko break-even β€” hali hii hutokea zaidi karibu na bottoms za bear market. MVRV > 1 inamaanisha network ina unrealized profit ya wastani; MVRV < 1 inamaanisha unrealized loss. Pendekezo letu kwa retail: MVRV ya 1.5-2.5 ndio "sweet spot" ya kuongeza positions polepole (cost averaging), kwa sababu downside risk imepunguzwa lakini upside ya cycle bado iko vibrant. MVRV > 3.5 ni red flag β€” kwa data ya Coin Metrics, MVRV ilizidi 4 kwenye tops za 2013 na 2017 tu, na zote zilifuatiwa na drawdown ya zaidi ya 80%. Lakini tahadhari: top ya 2021-11 ilitokea MVRV ikiwa karibu 2.7, na top ya 2025-10 karibu 2.3 β€” yaani tops za karibuni hazikusubiri red flag hii.

MVRVMaanaHistorical examples
< 1.0Network-wide book loss2015, 2018-12, 2020-03, 2022-11 post-FTX
1.0–1.5Bottom accumulation zonekaribu 2019-04, 2023-02 hadi 03
1.5–2.5Neutral / uptrend2020-09, 2024-01
2.5–3.7Hot, top warning2024-03 first ATH attempt
> 3.7Historical top zone2013-12, 2017-12, 2021-01 hadi 03 (2021-11 na 2025-10 hazikufika)

Variant ya kawaida: MVRV Z-Score: MVRV minus historical mean, divided by historical std. Z > 7 ilikuwa imelingana na top zote kubwa; Z < 0 ilikuwa imelingana na bottom zote kubwa. Faida: inafuta long-term drift. Hasara: inategemea historical window. MVRV haifai entry kwa dakika 5 β€” ni ruler stabile zaidi ya kuamua "naongeza au napunguza heavy positions." Inakupa weeks-to-months ya kuhama heavy bias kabla ya cycle event kubwa.

3. Metric 2: SOPR β€” kila BTC inayouzwa, profit au loss?

SOPR (Spent Output Profit Ratio) ilipendekezwa na Renato Shirakashi 2019 (Glassnode Academy: SOPR overview). Definition ni rahisi: kwa kila BTC UTXO inayotumika, bei ya USD ya kuuzwa Γ· bei yake wakati wa kuundwa (last on-chain movement). Average ya ratios zote zinazoendelea leo = SOPR ya leo. SOPR > 1 = network inauza profitable; SOPR < 1 = network inauza losing. Line ya 1.0 ni muhimu sana β€” ni "watershed" wa "je holders wako tayari kuuza loss." Hali ya 1: SOPR inakaa juu ya 1.0 ikitest mara kwa mara bila kuvunja β€” bull market mid-section pullback. Bei inashuka, SOPR inashuka kuelekea 1.0, lakini kila wakati inavutwa juu β€” inamaanisha "hakuna anayetaka kuuza loss," kila pullback kwa cost area inakutana na buying. Kipindi cha BTC kwenda sideways Aprili-Julai 2024 ni mfano wa kuangalia kwenye chart ya SOPR ya mtoa data. Hali ya 2: SOPR ikivunja chini ya 1.0 na haifiki tena β€” bear market depth. Market kila siku watu wanachukua losses, na SOPR inakaa chini ya 1.0. 2022-06 hadi 2022-11 FTX crash ilikuwa typical. (Thamani kamili za SOPR ni data ya watoa huduma wa on-chain, mara nyingi ya kulipiwa, kwa hivyo hatuzinukuu hapa.)

SOPR top divergence pia ni signal muhimu: bei mpya high, SOPR haifanyi high mpya = chip rotation, long-term holders distributing. Variants: aSOPR (adjusted, inaondoa UTXOs zilizosonga ndani ya saa 1, kuondoa exchange internal transfer noise) β€” clean kwa daily use. STH-SOPR (Short-Term Holder, <155 days) β€” short-term trader emotion; ikivunja chini ya 1.0 mara nyingi inalingana na mid-term correction bottom. LTH-SOPR (Long-Term Holder, >155 days) β€” "diamond hands" distribution; ikipanda juu sana ukilinganisha na historia yake ni signal ya cycle top β€” old coins kwa profit en masse.

Mfano halisi: 2024-03-14 BTC $73K top, aSOPR top divergence

Binance BTC/USDT K-line: 2024-03-10 close $68,956 β†’ 2024-03-14 high $73,777.00 (USD historical new high wakati huo) β†’ 2024-03-19 close $61,937, drawdown ya siku 5 βˆ’16%. Fungua chart ya aSOPR na LTH-SOPR kwa kipindi hicho kwenye Glassnode au mtoa data mwingine, uone kama bei ilipiga high mpya wakati SOPR haikupiga β€” hiyo ndiyo top divergence tunayoieleza (hatunukuu thamani zao kwa sababu hatukuweza kuzithibitisha). Mafunzo: SOPR top divergence si reverse indicator β€” ni record ya "long-term holders wameanza kufunga profit." Haitaki kufungua reverse trade mara moja, inaonyesha tu unapaswa kuanza kupunguza position. Pamoja na MVRV, LTH-SOPR zikiungana kuonyesha "upper supply inadistribute," signal ni stable zaidi. ATH hii baadaye, BTC haikupiga new high hadi 2024-11-06 (karibu miezi 8), na drawdown ya deepest hadi $49,000 (2024-08-05 flash crash, karibu βˆ’34%).

4. Metric 3: Exchange balance β€” sell pressure iko kwenye exchange?

Hii ni intuitive zaidi ya metrics 6: jumla ya BTC inayobaki kwenye exchange hot wallets. CryptoQuant inafanya hii vizuri zaidi, na Glassnode Studio: BTC exchange balance public chart pia ina data sawa. Logic ni rahisi: BTC kutoka cold wallet β†’ exchange = kuna uwezekano mkubwa wa kuuza, potential sell pressure inaongezeka. BTC kutoka exchange β†’ cold wallet = uwezekano wa long-term holding, sell pressure inapungua. Balance kushuka mfululizo = bullish structural, circulating sell pressure inakwenda chini. Balance kupanda mfululizo = bearish structural, au exchange internal custody business inakua. Baada ya Machi 2020, watoa data wengi wanaonyesha BTC balance ya exchanges ikishuka kwa muda mrefu (namba kamili zinatofautiana sana kati yao kwa sababu kila mmoja anatambua anwani za exchange kwa njia yake). Sambamba, BTC ilipanda kutoka karibu $5K hadi $73,777 (2024-03-14). Analysts wengi husoma curve hii kama "institutional long-term buying," lakini soma exceptions hapa chini kwanza.

Lakini kuna exceptions 3 ya kuwa makini nayo: Exception 1: institutional custody migration. Exchange ikihamisha BTC za wateja wa taasisi kwenda anwani tofauti za custody, on-chain inaonekana "imeondoka exchange," lakini bado ni positions hai za taasisi. Exception 2: exchange incident-driven bank run. Tutaona kwenye case study. Exception 3: cross-exchange migration β€” BTC kutoka Binance kwenda Coinbase, single-exchange view ni outflow, industry-total view ni rearrangement.

Mfano halisi: 2022-11 FTX bank run

2022-11-02 CoinDesk ilifichua Alameda balance sheet ina FTT kubwa. 11-06 CZ alitangaza kwenye tweet kwamba Binance itauza FTT zake zote zilizobaki (ripoti zilitaja takriban FTT milioni 23). Chart za exchange reserve za watoa data (kama CryptoQuant) zinaonyesha BTC ikitoka FTX kwa kasi kati ya 11-06 na 11-08 β€” bank run. FTX 11-08 ndio ilisimamisha withdrawals rasmi; data ya on-chain ilionyesha kutoka huko takriban siku mbili kabla. Mafunzo: exchange balance direction + speed pamoja ndio yana maana. Kushuka polepole long-term ni bullish structural (accumulation); kushuka kwa kasi kwa exchange moja ndani ya siku chache ni bank run incident. Single exchange balance kuporomoka ghafla wakati industry total haijabadilika = sio "bullish," ni incident.

5. Metric 4: Miner holdings β€” opponent ya stable zaidi ya sell pressure

Miners ni role pekee ya BTC network inayozalisha coins mpya kila wakati β€” kila block reward (3.125 BTC baada ya 2024 halving) inaundwa moja kwa moja kupitia mining. Coins hizi mwanzoni zinaangukia kwa miners, halafu jinsi wanavyozishughulikia ni signal stable zaidi ya supply-side inayoonekana on-chain. Miners ni tofauti na other holders kwa sababu zao za uchumi: lazima wauze sehemu ya coins kulipa electricity, hardware, na payroll. Hii inafanya behavior yao predictable kuliko whales ambao wanaweza kushikilia kwa irrationally long periods. Indicators muhimu:

IndicatorMaanaSource
Miner ReserveBTC inayoshikiliwa kwenye known miner addresses. Kushuka = wanauza; Kupanda = wanahodhiCryptoQuant
Miner Net FlowBTC ya miners kuelekea exchange minus outflow. Positive = wanapeleka kuuzaCryptoQuant, Glassnode
HashpriceUSD revenue per TH/s per day. Ikishuka chini ya gharama zao za uendeshaji, small miners wanalazimika kuuzaLuxor, Hashrate Index
Puell MultipleMiner block income ya leo (USD) Γ· 365-day mean. > 4 ilionekana kwenye tops za 2013 na 2017 tu; < 0.5 ilionekana kwenye bear bottoms zote nne, lakini pia kwa muda mfupi baada ya halvingGlassnode

Miner capitulation events ni windows muhimu sana kwa long-term buyers. Mwaka 2018-12, mwaka 2022-06 (LUNA + 3AC stress), na 2024-08 hadi 09 (post-halving Hashprice trough) zote zilikuwa miner capitulation moments. Hata hivyo kiwango cha Puell kwenye kila tukio kilitofautiana β€” kwa hesabu kutoka data ya Coin Metrics, 2024-08-05 Puell ilikuwa karibu 0.73 na chini kabisa karibu 0.53 (2024-09-11) β€” kwa hivyo usisubiri namba moja kamili.

Halving inashusha block reward kwa nusu kila miaka 4. Mining revenue inashushwa kwa nusu kwa hash power sawa. Matokeo: miezi 3-6 baada ya halving, inefficient mines zinafungwa au kuhamishwa, top miners wanauza partial reserves kudumisha cash flow. Kipindi hiki on-chain inaonekana wazi: miner reserve kushuka + miner net flow positive. 2024 Aprili halving, kwa hesabu kutoka data ya Coin Metrics, Hashprice (wastani wa siku 7) ilishuka kutoka karibu $0.104 kabla ya halving hadi karibu $0.040 mwezi Septemba 2024 (karibu βˆ’62%). Takwimu za miner reserve ni za kulipiwa na hutofautiana kati ya watoa data, kwa hivyo hatuzinukuu. Sambamba BTC ilianguka kutoka $73,777 hadi $49,000 (karibu βˆ’34%), ingawa flash crash ya 2024-08-05 ilichochewa zaidi na yen carry trade duniani. Usichukulie "miezi 3-6 baada ya halving" kuwa kipindi cha bei nafuu kila mara β€” kihistoria hilo halijathibitika kwa kila cycle.

6. Metric 5: Fear & Greed Index β€” kwa nini ni lagging

F&G Index inashikiliwa na Alternative.me, inatoa 0-100 daily "market emotion score": 0 extreme fear, 50 neutral, 100 extreme greed. Kwenye Swahili na Kichina crypto communities exposure yake ni high zaidi, lakini kwenye professional on-chain analysis iko nafasi ya mwisho. Reason inaanza kutoka kwenye composition.

Sub-itemWeightInapima nini
Volatility25%30/90-day BTC volatility relative to long-term mean. High = fear
Market momentum/volume25%30/90-day buy vs sell volume ratio. Buy heat = greed
Social media15%Twitter BTC mentions volume na engagement
Survey15%In-house poll (alternative.me inaeleza kuwa imesimamishwa kwa sasa)
Bitcoin Dominance10%BTC market cap proportion ya total crypto
Google trends10%"Bitcoin" search keyword heat

Vipengele viwili vizito zaidi (volatility na momentum/volume, jumla 50%) vinatoka moja kwa moja kwenye bei, na social heat na search heat mara nyingi hufuata bei pia. F&G kimsingi ni "package ya past 7-30 days price action ikipigwa kura weighted," lazima lagging. Retail wengi wanaitumia kama reverse indicator β€” "extreme fear = buy bottom, extreme greed = sell top." Inafanya kazi mara chache, sio reliable.

Hesabu ya historia (F&G ya kila siku kutoka alternative.me na bei ya kila siku ya Coin Metrics, 2018-02 hadi 2024-12): siku za extreme fear zilifuatiwa na wastani wa takriban +3.8% ndani ya siku 30, na siku za extreme greed na wastani wa takriban +13.8% β€” kinyume cha imani ya "greed = uza." Correlation kati ya F&G na return ya siku 30 zijazo ni takriban +0.15 tu, yaani sehemu kubwa ya mwendo wa bei inaamuliwa na mambo mengine. Itumie kama "rapid card ya kuamua ukipatana na crowd," lakini sio entry decision. Mfano: kipindi cha extreme fear cha 2022-05-06 hadi 07-18 kilidumu zaidi ya miezi 2 β€” ukinunua wiki ya kwanza, bei bado ilishuka karibu 35% zaidi. Kipindi cha extreme greed cha 2020-11-06 hadi 2021-01-20 β€” ukiuza wiki ya kwanza, ungekosa kupanda kwa karibu 150%. Kumbuka pia F&G inajengwa kwa data ya soko la kimataifa yenye uzito mkubwa wa mazungumzo ya Kiingereza β€” haiwakilishi hisia za soko lako la ndani, na si busara kuisoma kama kipimo cha kile jamii inayokuzunguka inafikiri.

Mfano halisi: 2022-06-19 BTC cycle bottom, MVRV Z-Score + F&G

Kwa hesabu kutoka data ya Coin Metrics, MVRV Z-Score ya BTC iliingia negative zone tarehe 2022-06-13 na ilikuwa karibu βˆ’0.25 tarehe 06-18 (typical cycle bottom characteristic, kama 2018-12 na 2015-01); alternative.me Fear & Greed Index tarehe 06-18 na 06-19 = 6 (Extreme Fear), moja ya readings ndogo zaidi tangu indicator hii ilipoanza 2018. Tarehe 06-18 Binance BTC/USDT iligusa $17,622 intraday (ikafunga karibu $18,971), drawdown ya ~βˆ’74% kutoka 2021-11 ATH ya $69,000. MVRV Z-Score ni medium-long term tool: kilele cha 2017-12 kilikuwa karibu 9.4 na cha 2021 (Februari) karibu 7.2; kutoka top ya 2021-11 hadi negative zone ilichukua takriban miezi 7, ikitoa sufficient distribution window. Kutoka negative zone kurudi neutral pia inachukua miezi kadhaa, ikitoa sufficient accumulation window. Mafunzo: MVRV ni stable ruler ya kuamua "je naongeza heavy au napunguza heavy" β€” ikiamuru "danger," bado kuna weeks-to-months ya time kuhama position; ikiamuru "opportunity," vivyo hivyo.

7. Metric 6: NUPL β€” network-wide unrealized profit ratio

NUPL = Net Unrealized Profit/Loss = (market cap βˆ’ realized cap) / market cap. Inatumia raw materials sawa na MVRV, lakini expression tofauti. MVRV inakuambia: network valuation ni mara ngapi ya realized price (ratio). NUPL inakuambia: percentage ya market cap iliyo unrealized profit (percentage). NUPL = 0 inamaanisha network-wide profit/loss break-even (MVRV = 1.0 wakati). NUPL = 0.75 inamaanisha 75% ya market cap ni unrealized profit. NUPL = βˆ’0.25 inamaanisha market cap is 25% lower than realized cap (network-wide 25% unrealized loss).

NUPL rangePsychological zoneTypical historical examples
< 0Capitulation2015, 2018-12, 2020-03, 2022-11
0 – 0.25Hope-Fearkaribu 2019-04, 2023-02 hadi 03
0.25 – 0.5Optimism2020-09, 2024-01
0.5 – 0.75Belief2021-01, 2024-03
> 0.75Euphoria2013-12, 2017-12 (2021-02 iligusa karibu 0.75 tu)

Kihistoria, NUPL juu ya 0.75 ilionekana kwenye tops za 2011, 2013 na 2017 β€” lakini tops za 2021 na 2025 zilitokea bila kuingia Euphoria zone kikamilifu. Kwa hivyo ukiona Euphoria, inakuambia "ongeza distribution polepole"; usipoiona, haimaanishi top haiwezi kutokea. Mfano wa cycle 4 (NUPL tukiihesabu kutoka MVRV ya Coin Metrics, NUPL = 1 βˆ’ 1/MVRV): Machi 2024 ilifika karibu 0.64, Novemba 2024 karibu 0.63, na kwenye kilele halisi cha $126,199.63 (2025-10-06) ilikuwa karibu 0.56 tu. Kwa kulinganisha, 2021 ilifika karibu 0.75 (Februari). NUPL kufika 0.75+ ni signal ya "tahadhari," sio "uza yote" β€” na kutoifikia sio uhakika wa usalama.

Variant: STH-NUPL (short-term holder, <155 days). STH-NUPL ikishuka chini ya zero kwa kina mara nyingi ni "last buyers wanaolea kasoro yao" bottom signal β€” mifano ni 2020-03, 2022-11 na flash crash ya 2024-08-05 (thamani kamili ni data ya kulipiwa, hatuzinukuu). Mbinu moja inayotumika ni kuchanganya MVRV Z + NUPL + Puell Multiple: kwa hesabu kutoka data ya Coin Metrics, zote 3 zilikuwa kwenye bottom zone kwenye bear bottoms zote nne; upande wa top, ziliwaka pamoja 2013, 2017 na 2021-02 hadi 04, lakini hazikuwaka kwenye top ya 2021-11 wala ya 2025-10. Single indicator inaweza kuharibiwa na special event (mfano ETF approval inafanya MVRV ionekane overheated lakini siyo); 3 zikithibitishana ndio stable.

8. Kuchanganya 6: cycle + flow + emotion

Metrics 6 zote zimeshuka. On-chain six-pack si zana 6 huru, ni layers 3. Layer 1: medium-long term cycle positioning β€” MVRV + NUPL + Puell Multiple. Inajibu "je ninapaswa kuwa kwenye heavy position?" 3 zote kwenye top zone (MVRV Z > 5, NUPL > 0.7, Puell > 3) β†’ punguza position, bila kujali bei ya leo. 3 zote kwenye bottom zone (MVRV Z < 0, NUPL < 0, Puell < 0.5) β†’ ongeza, bila kujali F&G ina-fear kiasi gani. Upande wa bottom, mchanganyiko huu uliwaka kwenye bear bottoms zote nne; upande wa top, haukuwaka kwenye tops za 2021-11 na 2025-10 β€” kwa hivyo usisubiri top zone peke yake. Time resolution ni months, sio days. Layer 2: short-term flow β€” exchange balance + SOPR. Inajibu "wiki hizi market internal inafanya nini." Balance kushuka mfululizo + SOPR stable > 1.0 = chips zinafungiwa, pullback inanunuliwa haraka. Balance day-spike + SOPR ikivunja 1.0 = holders wanaponyokea kwa loss, news yoyote mbaya itaongezwa. Time scale: weeks. Layer 3: emotion thermometer β€” Fear & Greed. Si decision basis, ni behavior calibration. F&G extreme greed na wewe pia unataka kuongeza yote, F&G extreme fear na wewe pia unataka clear all β€” vyote viwili ni reminder: judgment yako iko sambamba na crowd, unahitaji kuwa makini zaidi. Matumizi bora ni "self-check," sio entry decision.

Pamoja na 3 layers hizi, mfano wa weekly review unayoweza kufuata: kila Jumapili usiku, fungua Glassnode, CryptoQuant au Coin Metrics na alternative.me kwa dakika 15. Step 1: MVRV Z-Score, NUPL, na Puell Multiple β€” andika percentile zao za sasa (P0-100 dhidi ya past 4 years). Step 2: exchange balance trend ya past 30 days, na SOPR weekly average. Step 3: F&G ya sasa, lakini usiitumie kama action trigger β€” ni kioo cha kuangalia kama unafuata crowd. Step 4: andika simple position update: "ongeza," "shika," "punguza," au "exit large portion." Lengo la mchakato huu ni maamuzi yatokane na vipimo vilivyoandikwa, si news headlines au social media hype. Kwa wachuuzi wa Kenya, hii ni mbinu inayoweza kufuatwa bila leverage. Masuala ya kodi ya crypto nchini Kenya yathibitishwe na KRA au mshauri wa kodi; on-chain six-pack haichukui nafasi hiyo, ila inakuza disciplined approach badala ya emotional trading.

9. Wakati six-pack haifanyi kazi

Kwa uaminifu, kuna environments 3 ambazo six-pack haifanyi kazi vizuri: (1) ETF flow-dominated periods: baada ya 2024-01 US spot BTC ETF kupita, sehemu ya mtiririko wa ETF hupita ndani ya custodians na haionekani wazi kama miamala ya kawaida on-chain, kwa hivyo tafsiri ya on-chain indicators inakuwa ngumu zaidi. (2) Stablecoin incidents: USDT, USDC yoyote ikipoteza peg, "USD denomination" ya on-chain indicators inapotoshwa. (3) Extreme short-term moves: on-chain indicators hazijaundwa kwa minute scale; day traders wasiangalie MVRV.

Mali za crypto zina tete na hazifai kila mtu. Huu ni uchambuzi wa uhariri, si ushauri wa fedha.