From 03a01ab58a3413fe1fd060b99c6a257ff9dc5fba Mon Sep 17 00:00:00 2001 From: Charlie Zhang Date: Fri, 27 Oct 2023 16:26:14 -0400 Subject: [PATCH] update docs/text --- docs/ais_intro.md | 63 +++++++++------ docs/images/text/sentiment_flowchart.png | Bin 0 -> 77888 bytes docs/images/text/sib_econ_sentiment.png | Bin 0 -> 424129 bytes docs/text/intro.md | 20 +++-- notebooks/text/text_classification.ipynb | 75 +++++++++++++++--- .../solomon_islands/sib_econ_sentiment.png | Bin 0 -> 424129 bytes 6 files changed, 118 insertions(+), 40 deletions(-) create mode 100644 docs/images/text/sentiment_flowchart.png create mode 100644 docs/images/text/sib_econ_sentiment.png create mode 100644 outputs/text/solomon_islands/sib_econ_sentiment.png diff --git a/docs/ais_intro.md b/docs/ais_intro.md index 7a1011db..bf1c5eaf 100644 --- a/docs/ais_intro.md +++ b/docs/ais_intro.md @@ -11,38 +11,45 @@ This branch of work will build on these initiatives by adapting and improving me ## Data Visualization These interactive maps were generated with the following layers: + 1. 22KM square boundary (buffer) for port point 2. IMF defined port boundaries 3. 2019 AIS Heatmap (random 10% per buffer, aggregated by H3 resolution 12, ~154 sqm per H3) Set-up + - UNGP Platform: Ocean Spark / adb kernel OR - UNGP Platform: Data Mechanics / cherryl kernel Pacific Island Countries ### Federated States of Micronesia +
- Fiji - no data prep yet ### Kiribati +
### Marshall Islands +
### Nauru +
### Palau +
@@ -50,26 +57,31 @@ Pacific Island Countries - Papua New Guinea - no data prep yet​ ### Samoa +
### Solomon Islands +
### Tonga +
### Tuvalu +
### Vanuatu +
@@ -77,12 +89,12 @@ Pacific Island Countries ## Trade Estimation Methodologies - General Methodology - - Define port boundary - - Generate port calls from boundary - - Estimate trade / generate indicators + - Define port boundary + - Generate port calls from boundary + - Estimate trade / generate indicators - 2019 IMF: Big Data on Vessel Traffic: Nowcasting Trade Flows in Real Time - - Port Calls created by Marine Traffic - - Data waterfall + - Port Calls created by Marine Traffic + - Data waterfall 1. Exclude: speed > 1.0 knot 2. Exclude: Anchorage and bunkering tankers - remove bunkering tankers - Fuel supplied to foreign vessels should be recorded as exports of the country according to international standards, although it is recognized that data collection may be challenging.6 Since the inclusion of these tankers introduces considerable volatility to the indices, we omit bunkering tankers from our valid port calls @@ -90,39 +102,38 @@ Pacific Island Countries 4. Exclude: Stay in the harbor outside reasonable range for trade activity - stay in port < 5hrs: unlikely to have enough time to load or unload goods in the port - sta in port > 60 hrs: Longer stays may be associated with ships visiting the port for repairs or maintenance services. - - Indicators: + - Indicators: 1. cargo number 2. cargo load - ![image.png](../images/ais/cargo-formula.png) - DWT is adjusted with a capacity utilization ratio. - + - 2020 Science Direct: Port disruptions due to natural disasters: Insights into port and logistics resilience - - no mention of how port calls were derived - - ![image.png](../images/ais/port-disruptions.png) - + - no mention of how port calls were derived + - ![image.png](../images/ais/port-disruptions.png) + - 2020 IMF: World Seaborne Trade in Real Time - - Port boundary: - - SOG < 0.5, && nav status anchored or moored + - Port boundary: + - SOG < 0.5, && nav status anchored or moored - - 2021 Global economic impacts of COVID-19 lockdown measures stand out in high-frequency shipping data - - Port Boundary: manually mapped, berthing + navigation channels - - Port Calls: Vessel call algorithm - - Filter: - - include: cargo and tanker vessels. - - exclude: stay in port less than 5h and more than the 95th percentile (of the port) are truncated, as they are most likely associated with refueling, repair or maintenance. - - exclude: turnaround time of less than 10h and leave the port area at a direction that is within 45 degree of the direction of entering the port area. These port calls are most likely associated with vessels passing a port (e.g. ports alongside a river). - + - Port Boundary: manually mapped, berthing + navigation channels + - Port Calls: Vessel call algorithm + - Filter: + - include: cargo and tanker vessels. + - exclude: stay in port less than 5h and more than the 95th percentile (of the port) are truncated, as they are most likely associated with refueling, repair or maintenance. + - exclude: turnaround time of less than 10h and leave the port area at a direction that is within 45 degree of the direction of entering the port area. These port calls are most likely associated with vessels passing a port (e.g. ports alongside a river). + - 2021 IMF: Tracking Trade from Space: An Application to Pacific Island Countries - - Port Boundary: "manually determined using satellite imagery" - - Port Call: - - include: focus on container ships—the main engine of seaborne trade in the Pacific—vehicle carriers, and bulk carriers (relevant for Fiji, Nauru, and Solomon Islands as commodity-exporters). - - exclude: Fuel tankers are not included, as Pacific countries import a significant portion of fuel for re-exports (for visiting foreign vessels and airlines - - exclude vessels in transit: turnaround time of less than 5 hours and no draft change between the current and next port + - Port Boundary: "manually determined using satellite imagery" + - Port Call: + - include: focus on container ships—the main engine of seaborne trade in the Pacific—vehicle carriers, and bulk carriers (relevant for Fiji, Nauru, and Solomon Islands as commodity-exporters). + - exclude: Fuel tankers are not included, as Pacific countries import a significant portion of fuel for re-exports (for visiting foreign vessels and airlines + - exclude vessels in transit: turnaround time of less than 5 hours and no draft change between the current and next port ## Additional Resources - [AIS Handbook, Global Working Group on Big Data for Official Statistics](https://unstats.un.org/wiki/display/AIS/Introduction) > Data for this analysis is available through the UN Global Platform, which also hosts a dedicated working group to promote the use of AIS data to derive economic - indicators. \ No newline at end of file + indicators. diff --git a/docs/images/text/sentiment_flowchart.png b/docs/images/text/sentiment_flowchart.png new file mode 100644 index 0000000000000000000000000000000000000000..4c8e36d693681189492bb74df552468a876bcf70 GIT binary patch literal 77888 zcmeFZXH=8h@&_C%A_^#nPCx|#L5g%jvj7n#!O#?t-lPR7p%)8E4??69(1a2oD7`lY z={=!0ksi7<0mb);=XmeA=YK!G?|Q%7tmTp?&)&0V&z?Pd<~OqwdJhggdz#}k2n0H- zaa&az1Uf?jfle8nItF~>c18LO@ZSZ?+uAS?$cG;UdJ+Tz?E_yuSpb1h;vf*k3LHyxh+XbuG!k|6c*0e z*;z>|F7oouSzA99kyN~{ad>dB5fJcwYHHQca62`1CnH1WxvAxIXAv!>%LdY*FnU}@ zPDX!r?$G&SiW87{hiB4 zfp_(}%LJWovi=9>j{r}f^*qQLH`g+qO)pV9R=0&htY=2IR_-1Lo}S#7M+jv5CD;0g zQeUnM$x`@AY)M<9Ft(R2%%#J0S>Am1&%`6wpma&j@xOY|A-prUH04$zAx~o?!`k@p zt}+ETW(|_0u*AfC{iy*PwAH0-^xO=(Hv~0dXJNx zGQJBh#e}BjQ;$P4W}$BPDaC{iJp5IMyX##A<0OHv?qQ^|R*zId8jlEVtuZ&1J<*E; z;6Zm^n8LV}I<^f1(?zyslJw?Nzx55tdSSZUYaOVqyuw2vkmLv^xE3Bh-N`S+8M`lc z2eN8*a%mxsx3|Mm09<9nwF03wRkp>UHDvm&Flb10;>|Y>NmnIciV~ctF7cGn&O2hC zW}bXmGjxvJTn<>iunmi#b^)y+Ht;+LZxRcnF$8?@^n$Vt%26#%8(7wKzsHmgGpW=Z>vu9iK8%Q?zs@{c9o#}}FF`QFh3zMA*@kj~qC?;^SoVTvD zqYfdQzu95+(N31K5V<3v@Ity$Kw4?)q=fWriPDqi;agCw3k!ASKo26ZwwFAAHLTm; z!>UEeW_4!v{uCu1QLJH(Xks5Zo%xWu9QhD|?sB&igTx3PP5dgpWE$}@VL|M&9iro)RqI{p^%bT6O#yt&sBJ4e9O5N*=aLu z-^hJ}U+|qe;|tU_@667lmT9x%q2OU{yv+l;t-8iMn|!#8%>E-3MPC14<<}m0e1t?` zisg6J?cygb_jUAJM70&SKUk5q$ww!R=ec!ppD+fP+%l(1XT89VT)>|~UxUc<^%9i6 znKdYK{j0vxgDfBNBTR|0ITT!(PgVbKLsuya0gp6h)xqQY=T#J6a})6rF(U|ufyK_- z+)iZj}hd@lT>`O)GFmeKm4iDv!M{1k9M{?NDkj7rG`>FBDbAT zS0nNOWYOdyXemF$BqCR8Tf1i=W!t95Sihx@H4_FBuy+)Zwn zEbXUR#ev4aZ5QgapSk)@bOX`xk0;ICWiqi@<@`wS(69DD)YtG~f z=2U`Y=@-oiY!6Y1hx?eM0dTDy1rN zyua|HZ+^O!Hr4Eb(l()BTXLtD!%{2%)1OFv+2U)m+XL?qntfCu=f~0@1UA*NM#@g% zS6t_jmMn#r+T|W(xq9qKooD9zrK1jBjHo7qqnVN{TOJa${JRpg+4;`Wo-S^^BChmt zeBkh4>Oc>m1Gh<|_@)HM?B_!0;Oyf!wIq6XTm9zOmrctWKE%uf6vyrTveHzp{(t+t zhRj@{Rkw{uJY!XVdFOZ{`QMtdf=6r8j5t>ob4n`YSQBs0rN@2 zVjNDU%4_|hKC@+*V4q*%9vebHmztK3$LbsWG*AO}u` zoX!z0&C@ZRkXi!MiLQ@$Yq_%u-YIelnhlzNR0_xMz#qC6#`*I3A2fh$R%F5-peP-U zjLH02HXdQ$dT-TDLMm_{FpL#P4~Y1#A+pL(_phHo=c*_B@+v)X}G4t*n^Y^f1m| zSRxYQvhsacNx2z=;ma;BC4!w3R$RMP^m-CnN6tIj-k?rcxXtG5l_=QK!H0BLXLQCv z+9C_a&qF5Bf9s5MMyLUVdtqopoy;!Kt)C?wN_-u-i+SFqf7uu?M6Yd6az~DT!L_=; z<||xSZS8;A)?7){w-f$3ncF|SV%Rl95{@$qtDWutsSKZm$Y)Yi^uGtky_GNIHSQsD_}-DMo<5dUXyh?2m5${z=yt9ilRx zd1FIX5<$$?DM$7)pN|fCzw;2V2vDL#@VazFcfc$dqYZ~8(Vb&7l`r@Mz0kw3qFSFa z@0T3-u5WL)v-iPi768r9tcei6Zy#%;JWdHPd)EZ+nKfM_we+fR2yXe1*`w@??<*2M z)(6ITX&(=SVn^K0=h{A;dHr%cC$@{>EYRQVSh6a(ra|tm!SY#!%wd5mw*rT}l_(2w z87|!ADmC0F%~aQ>v4lig*D@)h@U>0R?@F}4oKr30ITS@bNgeDPH(Tg1@6v4YIP?8i zpVEdUgssezh1O}rzQ(!lVARbu4gP{&@Fl6?7qP#LkyD~ae4XdE8WzGfNMc`%B$Y_6 zxir~zJrWpgmvhfDpAe!*y|s-_okcVgX=Wa-;0czdvr3|<(jHty^0c_15s4simvJU&thy2%fVi|u8=)Yj-ySMwU=oBL#Lqb(? 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+````{tab-set} +``` {tab-item} Process +![Overview](../images/text/sentiment_flowchart.png) +``` +``` {tab-item} Papua New Guinea +![Overview](../images/text/png_econ_sentiment.png) + Notes: Newspapers include Post Courier, ABC AU and RNZ. +``` +``` {tab-item} Solomon Islands +![Overview](../images/text/sib_econ_sentiment.png) + Notes: Newspapers include Solomon Stars, Solomon Times, The Island Sun, Solomon Islands Broadcasting Corporation, ABC AU, and RNZ. +``` +```` diff --git a/notebooks/text/text_classification.ipynb b/notebooks/text/text_classification.ipynb index 3bf966f4..3b1cd7f3 100644 --- a/notebooks/text/text_classification.ipynb +++ b/notebooks/text/text_classification.ipynb @@ -366,7 +366,7 @@ }, { "cell_type": "markdown", - "id": "7a5cbb0e", + "id": "9ad09d10", "metadata": {}, "source": [ "## PNG" @@ -528,7 +528,7 @@ }, { "cell_type": "markdown", - "id": "615bc4a0", + "id": "62658bdd", "metadata": {}, "source": [ "## SIB" @@ -537,7 +537,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "cda42efd", + "id": "26fc1f1a", "metadata": {}, "outputs": [], "source": [ @@ -553,7 +553,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "28c62957", + "id": "4b7d0190", "metadata": {}, "outputs": [], "source": [ @@ -571,7 +571,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "4f8d4789", + "id": "52a9b5bd", "metadata": {}, "outputs": [ { @@ -599,7 +599,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "daab6e45", + "id": "53c1e3f0", "metadata": {}, "outputs": [], "source": [ @@ -611,7 +611,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "54de1df8", + "id": "aef30fe5", "metadata": {}, "outputs": [], "source": [ @@ -621,14 +621,71 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "8df700ea", + "execution_count": 37, + "id": "5eb5b059", "metadata": {}, "outputs": [], "source": [ "sib[\"econ_pred\"] = sib_pred\n", "sib_econ = sib[sib.econ_pred == 1].reset_index(drop=True)" ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "f6cbf725", + "metadata": {}, + "outputs": [], + "source": [ + "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n", + "sent_df = pd.DataFrame()\n", + "for row in sib_econ.news:\n", + " sample = row.replace(\"\\n\", \" \").strip()\n", + " sid = SentimentIntensityAnalyzer()\n", + " ss = sid.polarity_scores(sample)\n", + " ss_temp = pd.DataFrame(ss, columns=ss.keys(), index=[0])\n", + " sent_df = pd.concat([sent_df, ss_temp], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "2b9bd362", + "metadata": {}, + "outputs": [], + "source": [ + "sib_econ[\"sentiment\"] = sent_df[\"compound\"].tolist()\n", + "sib_econ[\"date\"] = [d.date() for d in sib_econ[\"date\"]]\n", + "sib_econ[\"date\"] = [pd.to_datetime(d) for d in sib_econ[\"date\"]]\n", + "sib_econ_sent = sib_econ.set_index(\"date\").groupby(pd.Grouper(freq=\"MS\"))[[\"sentiment\"]].mean().reset_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "26d40d63", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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