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README.md

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+---
+language:
+- en
+- af
+- zh
+- de
+- fi
+- fr
+- hi
+- fa
+- ur
+- zu
+license: cc-by-4.0
+task_categories:
+- text-classification
+- text-generation
+task_ids:
+- language-modeling
+- multi-class-classification
+pretty_name: Language Models and City Classification
+size_categories:
+- 10K<n<100K
+tags:
+- n-gram
+- language-model
+- city-classification
+- nlp-course
+configs:
+  - config_name: cities
+    data_files:
+      - split: train
+        path: cities_train.csv
+      - split: validation
+        path: cities_validation.csv
+      - split: test
+        path: cities_test.csv
+dataset_info:
+  - config_name: cities
+    features:
+      - name: city_name
+        dtype: string
+      - name: country_code
+        dtype: string
+      - name: country
+        dtype:
+          class_label:
+            names:
+              'af': Afghanistan
+              'cn': China
+              'de': Germany
+              'fi': Finland
+              'fr': France
+              'in': India
+              'ir': Iran
+              'pk': Pakistan
+              'za': South Africa
+    splits:
+      - name: train
+        num_examples: 12392
+      - name: validation
+        num_examples: 1548
+      - name: test
+        num_examples: 1554
+---
+
+# Language Models and City Classification (CIS 5300)
+
+## Dataset Description
+
+This dataset supports two tasks for learning about **n-gram language models**:
+
+### 1. Shakespeare Text Generation
+Raw text from Shakespeare's collected works (~4.5 MB, 167K lines) for training character-level n-gram language models. Students build models of increasing order (n=1 through n=7) and generate Shakespeare-style text.
+
+### 2. City Name Classification
+Classify city names by country of origin using character-level language models. The idea: city names from different countries have distinctive character patterns (e.g., German cities often end in "-burg" or "-stadt", Chinese cities have different character distributions).
+
+**Countries**: Afghanistan, China, Germany, Finland, France, India, Iran, Pakistan, South Africa
+
+## Usage
+
+### City Classification Task
+
+```python
+from datasets import load_dataset
+
+# Load city name classification data
+cities = load_dataset("CCB/cis5300-language-models", "cities")
+print(cities)
+# DatasetDict({
+#     train: Dataset({features: ['city_name', 'country_code', 'country'], num_rows: 12392})
+#     validation: Dataset({features: [...], num_rows: 1548})
+#     test: Dataset({features: [...], num_rows: 1554})
+# })
+
+print(cities["train"][0])
+# {'city_name': 'shewah', 'country_code': 'af', 'country': 'Afghanistan'}
+```
+
+### Shakespeare Corpus
+
+```python
+from huggingface_hub import hf_hub_download
+
+# Download Shakespeare text for language modeling
+path = hf_hub_download("CCB/cis5300-language-models", "shakespeare.txt", repo_type="dataset")
+with open(path) as f:
+    text = f.read()
+print(f"Shakespeare corpus: {len(text):,} characters")
+```
+
+## Dataset Structure
+
+### Cities Config
+
+| Split | Examples | Description |
+|-------|----------|-------------|
+| train | 12,392 | City names with country labels for training |
+| validation | 1,548 | Labeled validation set |
+| test | 1,554 | Labeled test set for evaluation |
+
+**Fields:**
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `city_name` | string | Name of the city |
+| `country_code` | string | Two-letter country code (af, cn, de, fi, fr, in, ir, pk, za) |
+| `country` | ClassLabel | Full country name |
+
+### Supplementary Files
+
+| File | Size | Description |
+|------|------|-------------|
+| `shakespeare.txt` | 4.5 MB | Complete Shakespeare works for training language models |
+| `shakespeare_sonnets.txt` | 9 KB | Shakespeare's sonnets (additional training data) |
+| `nytimes_article.txt` | 5 KB | News article for cross-domain perplexity evaluation |
+| `cities_test_unlabeled.csv` | 20 KB | Unlabeled test cities (for student predictions) |
+
+## Source
+
+City name data sourced from [GeoNames](https://www.geonames.org/) (CC BY 4.0). Shakespeare text from Project Gutenberg (public domain).
+
+## Intended Use
+
+This dataset is used for **Homework 3** in [CIS 5300: Natural Language Processing](https://www.seas.upenn.edu/~cis5300/) at the University of Pennsylvania. Students:
+
+1. Build character-level n-gram language models on Shakespeare
+2. Implement smoothing (add-k) and evaluate with perplexity
+3. Use interpolation to combine models of different orders
+4. Apply language models to classify city names by country of origin
+
+## Citation
+
+```bibtex
+@misc{cis5300-language-models,
+    title = {CIS 5300 Language Models Dataset},
+    author = {Callison-Burch, Chris},
+    year = {2026},
+    publisher = {University of Pennsylvania},
+}
+```

cities_test.csv

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+city_name,country_code,country
+islam chumgar,af,Afghanistan
+du lainah,af,Afghanistan
+washer,af,Afghanistan
+markaz-e woluswali-ye achin,af,Afghanistan
+zarah sharan,af,Afghanistan
+duab,af,Afghanistan
+'alaqahdari sarobi,af,Afghanistan
+khost,af,Afghanistan
+qarah bagh bazar,af,Afghanistan
+jabal os saraj,af,Afghanistan
+pul-e 'alam,af,Afghanistan
+zarghun shahr,af,Afghanistan
+haji khel,af,Afghanistan
+tsaperai,af,Afghanistan
+afaqi,af,Afghanistan
+sayagaz,af,Afghanistan
+kabul,af,Afghanistan
+istalif,af,Afghanistan
+chahar burj,af,Afghanistan
+alah say,af,Afghanistan
+amanzi,af,Afghanistan
+pul-e khumri,af,Afghanistan
+zaranj,af,Afghanistan
+burkah,af,Afghanistan
+taloqan,af,Afghanistan
+charikar,af,Afghanistan
+deh-e salah,af,Afghanistan
+jalrez,af,Afghanistan
+kanday,af,Afghanistan
+khoshamand,af,Afghanistan
+adraskan,af,Afghanistan
+chiras,af,Afghanistan
+yinliu,cn,China
+harbin,cn,China
+liupanshui,cn,China
+lixianghu,cn,China
+dawukou,cn,China
+tianzhou,cn,China
+xiaba,cn,China
+lanying,cn,China
+zhouning,cn,China
+jishi,cn,China
+chentuan,cn,China
+nanshan,cn,China
+xinmatou,cn,China
+jiexiu,cn,China
+zhengji,cn,China
+ciyun,cn,China
+tangyin,cn,China
+dingzhou,cn,China
+shaoyang,cn,China
+renfengzhuang,cn,China
+shangyu,cn,China
+karaki,cn,China
+tuqiao,cn,China
+sangyuan,cn,China
+mekit,cn,China
+chumi,cn,China
+zoucheng,cn,China
+nanpeng,cn,China
+shitan,cn,China
+wanghailou,cn,China
+wenhua,cn,China
+fengrun,cn,China
+yongchang chengguanzhen,cn,China
+tieli,cn,China
+wangqinzhuang,cn,China
+fanba,cn,China
+jiudian,cn,China
+laiwu qu,cn,China
+koce,cn,China
+hailin,cn,China
+maba,cn,China
+jiachuan,cn,China
+beihai,cn,China
+shuangjiang,cn,China
+nanjiang,cn,China
+xiasi,cn,China
+mengmeng,cn,China
+shoushan,cn,China
+yangsha,cn,China
+baihe,cn,China
+longkong,cn,China
+dacheng,cn,China
+sanjiaocheng,cn,China
+suihua,cn,China
+zhufo,cn,China
+luocheng,cn,China
+wuzhou,cn,China
+tailai,cn,China
+shanhe,cn,China
+zhaoyuan,cn,China
+qushui,cn,China
+chong'ansi,cn,China
+kostik,cn,China
+renxian,cn,China
+shangmei,cn,China
+hezhang,cn,China
+dangcheng,cn,China
+nanbin,cn,China
+liangdang chengguanzhen,cn,China
+dulayti,cn,China
+darya boyi,cn,China
+tanggu,cn,China
+gulu,cn,China
+jingdezhen,cn,China
+changzhi,cn,China
+xinchengzi,cn,China
+chanhe,cn,China
+lishu,cn,China
+nanzheng chengguanzhen,cn,China
+huixian,cn,China
+kax,cn,China
+hegang,cn,China
+baishixia,cn,China
+qilidian,cn,China
+awancang,cn,China
+xiangfang,cn,China
+jilong,cn,China
+yuquanying,cn,China
+ganfeng,cn,China
+xingguo,cn,China
+huazhou,cn,China
+zhaojia,cn,China
+baliwan,cn,China
+changcheng,cn,China
+laohekou,cn,China
+kailu,cn,China
+julu,cn,China
+gongping,cn,China
+xireg,cn,China
+jinxiu,cn,China
+shaowu,cn,China
+xiaochuan,cn,China
+guishan,cn,China
+yingdu,cn,China
+zhaodong,cn,China
+yongding,cn,China
+jingguan,cn,China
+helixi,cn,China
+gaizhou,cn,China
+yangjiao,cn,China
+yuyecun,cn,China
+mengla,cn,China
+wugang,cn,China
+heba,cn,China
+qitang,cn,China
+anliu,cn,China
+zhiping,cn,China
+sansha,cn,China
+chengjiao chengguanzhen,cn,China
+lanyi,cn,China
+beidajie,cn,China
+mingshan,cn,China
+chaihe,cn,China
+jianshan,cn,China
+tangga'an,cn,China
+hanjiayuan,cn,China
+wenheng,cn,China
+linshui,cn,China
+manyue,cn,China
+jining,cn,China
+yangzhou,cn,China
+huatugou,cn,China
+fuyang,cn,China
+guanba,cn,China
+hexing,cn,China
+dananyu,cn,China
+shangdu,cn,China
+jiao,cn,China
+baotou,cn,China
+shuangshu,cn,China
+bei'an,cn,China
+keda,cn,China
+minzhucun,cn,China
+jiming,cn,China
+tongchuan,cn,China
+pingzhuang,cn,China
+baisheng,cn,China
+amuquhu,cn,China
+nu'erbage,cn,China
+baoziba,cn,China
+gushu,cn,China
+gaoping,cn,China
+rongcheng,cn,China
+xiaohe,cn,China
+nanyuan residential,cn,China
+tongle,cn,China
+shipan,cn,China
+xingcheng,cn,China
+yunshan,cn,China
+sancha,cn,China
+panggezhuang,cn,China
+zhonghualu,cn,China
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+shouqiao,cn,China
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+baoji,cn,China
+longsha,cn,China
+xiaoshajiang,cn,China
+longquan,cn,China
+jincheng,cn,China
+tonglou,cn,China
+yingpan,cn,China
+hedong,cn,China
+yongfeng,cn,China
+mancheng,cn,China
+huilong,cn,China
+shuibian,cn,China
+wayao,cn,China
+jingchuan chengguanzhen,cn,China
+pinghe,cn,China
+xiaojiang,cn,China
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+leizhou,cn,China
+baofeng,cn,China
+dunhuang,cn,China
+longtou'an,cn,China
+dongtai,cn,China
+shifang,cn,China
+yatunpu,cn,China
+yining,cn,China
+mudanjiang,cn,China
+qunli,cn,China
+erong,cn,China
+xiancun,cn,China
+tuxiang,cn,China
+shikang,cn,China
+chenjiaba,cn,China
+liuxiang,cn,China
+batang,cn,China
+languan,cn,China
+qingdeli,cn,China
+luobupo,cn,China
+xinglongshan,cn,China
+dawu chengguanzhen,cn,China
+changdian,cn,China
+linfen,cn,China
+luohu district,cn,China
+fubang,cn,China
+tubu,cn,China
+qiangqinxue,cn,China
+pinggui,cn,China
+bazang,cn,China
+qianyou,cn,China
+xintai,cn,China
+geji,cn,China
+tangdong,cn,China
+nierong,cn,China
+beilun,cn,China
+buhe,cn,China
+ningzhou,cn,China
+chentian,cn,China
+luorong,cn,China
+suifenhe,cn,China
+liaogao,cn,China
+henghe,cn,China
+yangling,cn,China
+rucheng,cn,China
+wanning,cn,China
+anyang,cn,China
+shangyun,cn,China
+erdao,cn,China
+xinyingpan,cn,China
+bazhou,cn,China
+qingshanquan,cn,China
+xinshi,cn,China
+yabian,cn,China
+dianbu,cn,China
+huoshilafu,cn,China
+yuguzhuang,cn,China
+puhechang,cn,China
+jiangyin,cn,China
+wujia,cn,China
+wujiaqu,cn,China
+xinle,cn,China
+xinshancun,cn,China
+yunzhong,cn,China
+zhongping,cn,China
+dingtao,cn,China
+liuxin,cn,China
+guochuan,cn,China
+huojia,cn,China
+baiyashi,cn,China
+changyuan county,cn,China
+gaosheng,cn,China
+dazhaicun,cn,China
+zhongduo,cn,China
+taipingchang,cn,China
+linjiacun,cn,China
+houshan,cn,China
+weining,cn,China
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+dangjiang,cn,China
+tungdor,cn,China
+chizhou,cn,China
+wanzhou,cn,China
+shangwei yuanxin,cn,China
+xiaoxita,cn,China
+tianjin,cn,China
+lukou,cn,China
+kalaxilike,cn,China
+dongzhen,cn,China
+qinglong,cn,China
+ye xian,cn,China
+gaoyou,cn,China
+douping,cn,China
+huangxi,cn,China
+zizhao,cn,China
+jianning,cn,China
+jiding,cn,China
+tangzhai,cn,China
+shangrao,cn,China
+yuxi,cn,China
+chenghai,cn,China
+shekou,cn,China
+jimai,cn,China
+tanghe,cn,China
+xihu,cn,China
+jialing,cn,China
+dongta,cn,China
+shiqi,cn,China
+miltach,de,Germany
+lachen,de,Germany
+falkenau,de,Germany
+kuehrstedt,de,Germany
+trautskirchen,de,Germany
+ipsheim,de,Germany
+weissenborn,de,Germany
+grosshartmannsdorf,de,Germany
+liebschwitz,de,Germany
+thaleischweiler-froschen,de,Germany
+saulgrub,de,Germany
+friedrichsort,de,Germany
+bondorf,de,Germany
+sandstedt,de,Germany
+gammertingen,de,Germany
+wolfhagen,de,Germany
+seck,de,Germany
+ennigerloh,de,Germany
+deining,de,Germany
+orscholz,de,Germany
+mamming,de,Germany
+ober-ramstadt,de,Germany
+edesheim,de,Germany
+kurnach,de,Germany
+vienenburg,de,Germany
+cavertitz,de,Germany
+munsing,de,Germany
+neukirch,de,Germany
+oberaula,de,Germany
+winden,de,Germany
+hamm (sieg),de,Germany
+gettorf,de,Germany
+bad muender am deister,de,Germany
+klein-gerau,de,Germany
+bolanden,de,Germany
+dornstadt,de,Germany
+barendorf,de,Germany
+finsterbergen,de,Germany
+rietberg,de,Germany
+nunchritz,de,Germany
+ornbau,de,Germany
+lichtentanne,de,Germany
+hinterschmiding,de,Germany
+golssen,de,Germany
+illschwang,de,Germany
+ilbesheim,de,Germany
+oberharmersbach,de,Germany
+hohenlockstedt,de,Germany
+altensteig,de,Germany
+kraichtal,de,Germany
+buchholz,de,Germany
+warstein,de,Germany
+erfelden,de,Germany
+neustadt,de,Germany
+wolmirstedt,de,Germany
+grube,de,Germany
+schrecksbach,de,Germany
+sengenthal,de,Germany
+pentling,de,Germany
+meinersen,de,Germany
+letzlingen,de,Germany
+treptow,de,Germany
+kasbach-ohlenberg,de,Germany
+reinfeld,de,Germany
+schmidgaden,de,Germany
+deckenpfronn,de,Germany
+drochtersen,de,Germany
+hochheim,de,Germany
+kurort gohrisch,de,Germany
+koenigsee,de,Germany
+benningen am neckar,de,Germany
+bestwig,de,Germany
+dorf mecklenburg,de,Germany
+wegeleben,de,Germany
+friedrichshagen,de,Germany
+heideck,de,Germany
+heimertingen,de,Germany
+zurow,de,Germany
+grebin,de,Germany
+kirschau,de,Germany
+vahrenheide,de,Germany
+lemwerder,de,Germany
+ingelfingen,de,Germany
+nauen,de,Germany
+liebenburg,de,Germany
+spangenberg,de,Germany
+wildsteig,de,Germany
+rasdorf,de,Germany
+altusried,de,Germany
+bullay,de,Germany
+gaiberg,de,Germany
+giekau,de,Germany
+oberstenfeld,de,Germany
+falkenberg,de,Germany
+vettweiss,de,Germany
+klausen,de,Germany
+borna,de,Germany
+uettingen,de,Germany
+wremen,de,Germany
+manderscheid,de,Germany
+rehe,de,Germany
+annweiler am trifels,de,Germany
+petershausen,de,Germany
+neinstedt,de,Germany
+bierstadt,de,Germany
+puschendorf,de,Germany
+gotteszell,de,Germany
+wadern,de,Germany
+waltrop,de,Germany
+kirchberg an der iller,de,Germany
+hauenstein,de,Germany
+friesdorf,de,Germany
+germersheim,de,Germany
+grossweitzschen,de,Germany
+leinfelden-echterdingen,de,Germany
+burgberg,de,Germany
+buttelborn,de,Germany
+neu-pattern,de,Germany
+pinnow,de,Germany
+aresing,de,Germany
+augsburg,de,Germany
+sueplingen,de,Germany
+hermsdorf,de,Germany
+wrist,de,Germany
+lupburg,de,Germany
+gross flottbek,de,Germany
+visbek,de,Germany
+charlottenburg-nord,de,Germany
+effelder,de,Germany
+loebau,de,Germany
+uedem,de,Germany
+neheim,de,Germany
+scheuerfeld,de,Germany
+haunsheim,de,Germany
+urbach-ueberdorf,de,Germany
+osterfeld,de,Germany
+friedenweiler,de,Germany
+bittermark,de,Germany
+lehrte,de,Germany
+hassloch,de,Germany
+petersaurach,de,Germany
+kralenriede,de,Germany
+niedererbach,de,Germany
+dingelstaedt,de,Germany
+hargesheim,de,Germany
+rath,de,Germany
+aach,de,Germany
+negernbotel,de,Germany
+clingen,de,Germany
+hohenleuben,de,Germany
+guckingen,de,Germany
+mahlow,de,Germany
+oelbronn-duerrn,de,Germany
+merching,de,Germany
+weissenfels,de,Germany
+hamdorf,de,Germany
+albaching,de,Germany
+zehdenick,de,Germany
+hagelstadt,de,Germany
+fuenfstetten,de,Germany
+aichelberg,de,Germany
+sundern,de,Germany
+ellerstadt,de,Germany
+warin,de,Germany
+laufdorf,de,Germany
+kirchworbis,de,Germany
+gescher,de,Germany
+dornheim,de,Germany
+kirchberg,de,Germany
+suederstapel,de,Germany
+frankenstein,de,Germany
+salzhemmendorf,de,Germany
+neuzelle,de,Germany
+kurort oybin,de,Germany
+gebhardshain,de,Germany
+osterwieck,de,Germany
+ubstadt-weiher,de,Germany
+gruenau,de,Germany
+gremsdorf,de,Germany
+krauschwitz,de,Germany
+ellenberg,de,Germany
+wassenberg,de,Germany
+eichigt,de,Germany
+cochem,de,Germany
+guntersleben,de,Germany
+saeffelen,de,Germany
+wuerzburg,de,Germany
+rheden,de,Germany
+gross borstel,de,Germany
+undenheim,de,Germany
+elkenroth,de,Germany
+rosenberg,de,Germany
+altenpleen,de,Germany
+dieblich,de,Germany
+tautenhain,de,Germany
+altona-altstadt,de,Germany
+eisfeld,de,Germany
+borgstedt,de,Germany
+grossostheim,de,Germany
+grettstadt,de,Germany
+neustadt an der aisch,de,Germany
+zusmarshausen,de,Germany
+aindling,de,Germany
+furstenstein,de,Germany
+wildflecken,de,Germany
+wurzen,de,Germany
+alsterdorf,de,Germany
+merzen,de,Germany
+wardenburg,de,Germany
+steinmauern,de,Germany
+kumhausen,de,Germany
+hebertshausen,de,Germany
+mildstedt,de,Germany
+jetzendorf,de,Germany
+luebars,de,Germany
+ascheberg,de,Germany
+ottenhofen,de,Germany
+beutelsbach,de,Germany
+deinste,de,Germany
+bahlingen,de,Germany
+teningen,de,Germany
+kirchheim am ries,de,Germany
+nordrach,de,Germany
+mainburg,de,Germany
+eibenstock,de,Germany
+embsen,de,Germany
+geschwenda,de,Germany
+reichartshausen,de,Germany
+zusamaltheim,de,Germany
+budestecy,de,Germany
+gersheim,de,Germany
+schonstett,de,Germany
+leinburg,de,Germany
+gerlingen,de,Germany
+attenweiler,de,Germany
+seedorf,de,Germany
+lorzweiler,de,Germany
+bochum-werne,de,Germany
+euskirchen,de,Germany
+mammendorf,de,Germany
+oberviechtach,de,Germany
+schnega,de,Germany
+herbrechtingen,de,Germany
+dobersdorf,de,Germany
+bad endbach,de,Germany
+buechel,de,Germany
+ginsheim-gustavsburg,de,Germany
+martfeld,de,Germany
+wegscheid,de,Germany
+salzwedel,de,Germany
+seeg,de,Germany
+warnow,de,Germany
+weisweil,de,Germany
+rott,de,Germany
+gangelt,de,Germany
+steinbach-hallenberg,de,Germany
+heringsdorf,de,Germany
+alt meteln,de,Germany
+quedlinburg,de,Germany
+grossauheim,de,Germany
+buch,de,Germany
+sickenhausen,de,Germany
+gelbensande,de,Germany
+aken,de,Germany
+bad ems,de,Germany
+marienthal,de,Germany
+dietzenbach,de,Germany
+windeby,de,Germany
+quakenbrueck,de,Germany
+gersdorf,de,Germany
+untermunkheim,de,Germany
+misburg-sued,de,Germany
+blaufelden,de,Germany
+sondershausen,de,Germany
+zwoenitz,de,Germany
+bardowick,de,Germany
+hufingen,de,Germany
+dietenheim,de,Germany
+brande-hornerkirchen,de,Germany
+burg,de,Germany
+meisenheim,de,Germany
+tettenweis,de,Germany
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+laruns,fr,France
+richardmenil,fr,France
+dury,fr,France
+lecluse,fr,France
+trets,fr,France
+belley,fr,France
+darnetal,fr,France
+guenin,fr,France
+puylaurens,fr,France
+kervignac,fr,France
+gourdan-polignan,fr,France
+montrevault,fr,France
+notre-dame-de-bondeville,fr,France
+courcon,fr,France
+cambremer,fr,France
+samer,fr,France
+villecresnes,fr,France
+combloux,fr,France
+brou-sur-chantereine,fr,France
+la cluse-et-mijoux,fr,France
+juvigne,fr,France
+jouarre,fr,France
+lagny-sur-marne,fr,France
+villevieille,fr,France
+oucques,fr,France
+sarreinsming,fr,France
+saint-pere-marc-en-poulet,fr,France
+septfonds,fr,France
+saint-valery-en-caux,fr,France
+alfortville,fr,France
+plomelin,fr,France
+les rosiers-sur-loire,fr,France
+saint-remy-en-mauges,fr,France
+belleville,fr,France
+fresse-sur-moselle,fr,France
+faverolles-sur-cher,fr,France
+sermoise-sur-loire,fr,France
+castillonnes,fr,France
+la fouillade,fr,France
+saint-max,fr,France
+hopital-camfrout,fr,France
+vizille,fr,France
+nogent-l'artaud,fr,France
+saint-etienne-de-tulmont,fr,France
+cambes-en-plaine,fr,France
+soisy-sur-ecole,fr,France
+bagneaux-sur-loing,fr,France
+morangis,fr,France
+saint-benoit-de-carmaux,fr,France
+nogent-le-bas,fr,France
+leudeville,fr,France
+eperlecques,fr,France
+la barthe-de-neste,fr,France
+saint-lye,fr,France
+osseja,fr,France
+peyrat-le-chateau,fr,France
+maignelay-montigny,fr,France
+esvres,fr,France
+plouguenast,fr,France
+farnay,fr,France
+gamaches,fr,France
+rambervillers,fr,France
+dorlisheim,fr,France
+linars,fr,France
+mont-saxonnex,fr,France
+cadaujac,fr,France
+peymeinade,fr,France
+jacou,fr,France
+la roche-des-arnauds,fr,France
+taillades,fr,France
+sochaux,fr,France
+lucon,fr,France
+yves,fr,France
+montescot,fr,France
+neuilly-le-real,fr,France
+la mulatiere,fr,France
+perrecy-les-forges,fr,France
+targon,fr,France
+neaufles-saint-martin,fr,France
+saint-pierre-de-varengeville,fr,France
+chateaulin,fr,France
+simandres,fr,France
+bellengreville,fr,France
+arzon,fr,France
+loperec,fr,France
+villecroze,fr,France
+saint-gilles,fr,France
+saint-pierre-quiberon,fr,France
+ploubalay,fr,France
+vendome,fr,France
+leves,fr,France
+loury,fr,France
+dreuil-les-amiens,fr,France
+chiche,fr,France
+bessines,fr,France
+les cotes-d'arey,fr,France
+magescq,fr,France
+fains-veel,fr,France
+lexy,fr,France
+frotey-les-vesoul,fr,France
+mortcerf,fr,France
+carqueiranne,fr,France
+anould,fr,France
+archettes,fr,France
+saint-laurent-sur-saone,fr,France
+meslan,fr,France
+cugand,fr,France
+couchey,fr,France
+sigean,fr,France
+la calade,fr,France
+lectoure,fr,France
+vergt,fr,France
+bailleul-sir-berthoult,fr,France
+saivres,fr,France
+cuisiat,fr,France
+montournais,fr,France
+lentigny,fr,France
+ginasservis,fr,France
+saint-victor,fr,France
+auriac-sur-vendinelle,fr,France
+neufchateau,fr,France
+bouxieres-aux-chenes,fr,France
+la seguiniere,fr,France
+venarey-les-laumes,fr,France
+marseille 04,fr,France
+aigues-mortes,fr,France
+saint-laurent-des-autels,fr,France
+freyming-merlebach,fr,France
+saint-jean-pied-de-port,fr,France
+sant llorenc de cerdans,fr,France
+sarre-union,fr,France
+pleugueneuc,fr,France
+montrabe,fr,France
+roost-warendin,fr,France
+lombron,fr,France
+meximieux,fr,France
+contes,fr,France
+gennevilliers,fr,France
+ernee,fr,France
+saint-maximin-la-sainte-baume,fr,France
+severac-le-chateau,fr,France
+pleumeleuc,fr,France
+marseille 07,fr,France
+ohlungen,fr,France
+bruyeres-le-chatel,fr,France
+romainville,fr,France
+gurgy,fr,France
+saint-sauveur-de-montagut,fr,France
+saint-martin-lalande,fr,France
+blotzheim,fr,France
+fontaine-etoupefour,fr,France
+saint-eloy-de-gy,fr,France
+mazamet,fr,France
+charny,fr,France
+saubion,fr,France
+labarthe-riviere,fr,France
+toulon-sur-arroux,fr,France
+cabris,fr,France
+pledeliac,fr,France
+tournan-en-brie,fr,France
+saintes-maries-de-la-mer,fr,France
+belberaud,fr,France
+yzernay,fr,France
+balaruc-les-bains,fr,France
+rivery,fr,France
+saint-doulchard,fr,France
+lauterbourg,fr,France
+chirens,fr,France
+la roche-derrien,fr,France
+beaurains,fr,France
+grisolles,fr,France
+ussel,fr,France
+lillers,fr,France
+ittenheim,fr,France
+menton,fr,France
+manduel,fr,France
+lespignan,fr,France
+saint-prix,fr,France
+saint-amans-valtoret,fr,France
+saint-giniez,fr,France
+le puy-sainte-reparade,fr,France
+mouchamps,fr,France
+vence,fr,France
+la meilleraie-tillay,fr,France
+paris,fr,France
+saint-trivier-sur-moignans,fr,France
+l'escarene,fr,France
+rosieres-en-santerre,fr,France
+bussiere-poitevine,fr,France
+leers,fr,France
+branne,fr,France
+le coudray,fr,France
+plaudren,fr,France
+sadirac,fr,France
+rouhling,fr,France
+pierrefitte-nestalas,fr,France
+les grandes-ventes,fr,France
+lisses,fr,France
+savonnieres,fr,France
+pennautier,fr,France
+chevillon-sur-huillard,fr,France
+labege,fr,France
+quevert,fr,France
+thorens-glieres,fr,France
+trept,fr,France
+vermelles,fr,France
+vireux-molhain,fr,France
+bourbourg,fr,France
+saint-jans-cappel,fr,France
+jonquieres,fr,France
+villejuif,fr,France
+bourges,fr,France
+vic-fezensac,fr,France
+marsat,fr,France
+ecques,fr,France
+aubagne,fr,France
+lezoux,fr,France
+cancale,fr,France
+boulogne-sur-gesse,fr,France
+guecelard,fr,France
+saint-martin-du-tertre,fr,France
+guichainville,fr,France
+sayat,fr,France
+ensisheim,fr,France
+saint-jean-d'angely,fr,France
+archigny,fr,France
+burie,fr,France
+bulgneville,fr,France
+mereville,fr,France
+la bourboule,fr,France
+rougemont-le-chateau,fr,France
+etampes,fr,France
+dreffeac,fr,France
+seez,fr,France
+champcueil,fr,France
+le houga,fr,France
+acheres-la-foret,fr,France
+bourron-marlotte,fr,France
+saint-laurent-de-la-salanque,fr,France
+gemenos,fr,France
+barr,fr,France
+auffay,fr,France
+l'ile-bouchard,fr,France
+sainte-foy-la-grande,fr,France
+marseille 09,fr,France
+excideuil,fr,France
+mareuil-sur-ourcq,fr,France
+la varenne,fr,France
+fresnay-sur-sarthe,fr,France
+gujan-mestras,fr,France
+saint-girons,fr,France
+verlinghem,fr,France
+torfou,fr,France
+bruay-sur-l'escaut,fr,France
+saint-pancrace,fr,France
+plogoff,fr,France
+vigny,fr,France
+richelieu,fr,France
+novillars,fr,France
+la sentinelle,fr,France
+tourville-la-riviere,fr,France
+flogny-la-chapelle,fr,France
+bernes-sur-oise,fr,France
+montmagny,fr,France
+nortkerque,fr,France
+montlaur,fr,France
+joudreville,fr,France
+hericy,fr,France
+saint-pol-de-leon,fr,France
+huelgoat,fr,France
+frignicourt,fr,France
+louveciennes,fr,France
+aulnois-sous-laon,fr,France
+obermodern-zutzendorf,fr,France
+la peyratte,fr,France
+villette-de-vienne,fr,France
+nans-les-pins,fr,France
+bergues,fr,France
+caudry,fr,France
+sernhac,fr,France
+marseille,fr,France
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+evin-malmaison,fr,France
+marbache,fr,France
+naizin,fr,France
+plouzevede,fr,France
+pont-a-marcq,fr,France
+manneville-sur-risle,fr,France
+belleville-sur-vie,fr,France
+charnecles,fr,France
+montesson,fr,France
+louvres,fr,France
+saint-lattier,fr,France
+sancey-le-grand,fr,France
+vendin-le-vieil,fr,France
+tregunc,fr,France
+touquin,fr,France
+vougy,fr,France
+le tignet,fr,France
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+bandar abbas,ir,Iran
+ramian,ir,Iran
+hajji qushan,ir,Iran
+firuzabad,ir,Iran
+sowme'eh sara,ir,Iran
+qal`eh ganj,ir,Iran
+khur,ir,Iran
+kuhi kheyl,ir,Iran
+kolur,ir,Iran
+mamuniyeh,ir,Iran
+sheyban,ir,Iran
+dehdez,ir,Iran
+chadegan,ir,Iran
+gukjeh,ir,Iran
+poldokhtar,ir,Iran
+takht-e qeysar,ir,Iran
+pishkamar,ir,Iran
+bala deza,ir,Iran
+kavar,ir,Iran
+galikesh,ir,Iran
+shalash,ir,Iran
+senjan,ir,Iran
+dastna',ir,Iran
+chaqabol,ir,Iran
+famenin,ir,Iran
+zarrin shahr,ir,Iran
+kermanshah,ir,Iran
+zaboli,ir,Iran
+konarak,ir,Iran
+markid,ir,Iran
+sorkheh,ir,Iran
+lavandevil,ir,Iran
+gilandeh,ir,Iran
+saheb,ir,Iran
+nosratabad,ir,Iran
+shahrak-e nahal va bazr,ir,Iran
+istgah-e rah ahan-e garmsar,ir,Iran
+baghan,ir,Iran
+davarzan,ir,Iran
+mahneshan,ir,Iran
+firuzkuh,ir,Iran
+ferdowsiyeh,ir,Iran
+bargeh,ir,Iran
+shadegan,ir,Iran
+shirvan,ir,Iran
+azna,ir,Iran
+dorcheh piaz,ir,Iran
+bejgerd,ir,Iran
+hashtgerd,ir,Iran
+zanjan,ir,Iran
+dizicheh,ir,Iran
+bandar-e khamir,ir,Iran
+jowlarestan,ir,Iran
+dizaj hoseyn beyg,ir,Iran
+boneh kenar,ir,Iran
+taft,ir,Iran
+meshkin dasht,ir,Iran
+minab,ir,Iran
+ahmadabad,ir,Iran
+nashtarud,ir,Iran
+akhand,ir,Iran
+qasr-e qand,ir,Iran
+dasht,ir,Iran
+baqershahr,ir,Iran
+fardis,ir,Iran
+soltaniyeh,ir,Iran
+moghan,ir,Iran
+bozbaz,ir,Iran
+'asgaran kardan,ir,Iran
+neyasar,ir,Iran
+qarah qashli,ir,Iran
+sobhodero,pk,Pakistan
+rojhan,pk,Pakistan
+wana,pk,Pakistan
+ghotki,pk,Pakistan
+toba tek singh,pk,Pakistan
+hala,pk,Pakistan
+dandot rs,pk,Pakistan
+pir mahal,pk,Pakistan
+shahpur chakar,pk,Pakistan
+dhoro naro,pk,Pakistan
+shinpokh,pk,Pakistan
+pind dadan khan,pk,Pakistan
+chishtian,pk,Pakistan
+alpurai,pk,Pakistan
+fatehjang,pk,Pakistan
+khairpur,pk,Pakistan
+kotli,pk,Pakistan
+bahawalnagar,pk,Pakistan
+chuhar jamali,pk,Pakistan
+kambar,pk,Pakistan
+chak azam sahu,pk,Pakistan
+chakwal,pk,Pakistan
+kot samaba,pk,Pakistan
+darya khan,pk,Pakistan
+chak one hundred forty-three nine left,pk,Pakistan
+chak one hundred eighteen nine left,pk,Pakistan
+narwanwala,pk,Pakistan
+rajo khanani,pk,Pakistan
+sahiwal,pk,Pakistan
+chak ninety-nine -nine left,pk,Pakistan
+dera bugti,pk,Pakistan
+model town,pk,Pakistan
+mirpur mathelo,pk,Pakistan
+tangwani,pk,Pakistan
+sialkot,pk,Pakistan
+hujra shah muqim,pk,Pakistan
+gulishah kach,pk,Pakistan
+tando jam,pk,Pakistan
+goth radhan,pk,Pakistan
+mehmand chak,pk,Pakistan
+chak one hundred eighty-eight nine a left,pk,Pakistan
+phalia,pk,Pakistan
+mughalabad,pk,Pakistan
+akora khattak,pk,Pakistan
+dera ismail khan,pk,Pakistan
+basirpur,pk,Pakistan
+haveli lakha,pk,Pakistan
+chak sixty-eight-four right,pk,Pakistan
+bagarji,pk,Pakistan
+chak one hundred thirty-eight nine left,pk,Pakistan
+hadali,pk,Pakistan
+risalpur cantonment,pk,Pakistan
+eminabad,pk,Pakistan
+hasilpur,pk,Pakistan
+jaranwala,pk,Pakistan
+khuiratta,pk,Pakistan
+embhojeni,za,South Africa
+carletonville,za,South Africa
+darling,za,South Africa
+greylands,za,South Africa
+phatsima,za,South Africa
+wakkerstroom,za,South Africa
+ceres,za,South Africa
+schweizer-reneke,za,South Africa
+ngema tribal trust,za,South Africa
+germiston,za,South Africa
+ha-mavhunga,za,South Africa
+dumfries a,za,South Africa
+evander,za,South Africa
+waterval,za,South Africa
+mahlabatini,za,South Africa
+grabouw,za,South Africa
+grootvlei,za,South Africa
+clarens,za,South Africa
+drummond,za,South Africa
+groot-brakrivier,za,South Africa
+itsoseng,za,South Africa
+carousel view,za,South Africa
+himeville,za,South Africa
+nomathamasanqa,za,South Africa
+mpophomeni,za,South Africa
+gravelotte,za,South Africa
+matsamo,za,South Africa
+lady frere,za,South Africa
+emkhuze,za,South Africa
+rondebosch,za,South Africa
+rooiboklaagte b,za,South Africa
+tekwane,za,South Africa
+bela bela,za,South Africa
+davel,za,South Africa
+east london,za,South Africa
+winterton,za,South Africa
+hlengesha,za,South Africa
+khokhamoya,za,South Africa
+hluvukani,za,South Africa
+groot-marico,za,South Africa
+kwathandeka,za,South Africa
+tshiame,za,South Africa
+wartburg,za,South Africa
+mthatha,za,South Africa
+mbombela,za,South Africa
+mathibela,za,South Africa
+morgenzon,za,South Africa
+bergvliet,za,South Africa
+inanda,za,South Africa
+malelane,za,South Africa
+hartbeesfontein,za,South Africa
+ficksburg,za,South Africa
+carnarvon,za,South Africa
+skoonplaas,za,South Africa
+greyton,za,South Africa
+mutale,za,South Africa
+riebeek-kasteel,za,South Africa
+marble hall,za,South Africa
+dwarsloop,za,South Africa
+lansdowne,za,South Africa
+hlohlolwane,za,South Africa
+kenton,za,South Africa
+libode,za,South Africa
+parys,za,South Africa
+pienaarsrivier,za,South Africa
+kameelkraal,za,South Africa
+xanthia,za,South Africa
+ncotshane,za,South Africa
+alberton,za,South Africa
+wales,za,South Africa
+derby,za,South Africa
+bulwer,za,South Africa
+margate,za,South Africa
+thembalethu,za,South Africa
+westville,za,South Africa
+mvelaphanda,za,South Africa
+shata,za,South Africa
+rietkuil,za,South Africa
+edenburg,za,South Africa
+rooiboklaagte a,za,South Africa
+creighton,za,South Africa
+prince alfred hamlet,za,South Africa
+machadodorp,za,South Africa
+secunda,za,South Africa
+haarlem,za,South Africa
+lamberts bay,za,South Africa
+tlokoeng,za,South Africa
+rustenburg,za,South Africa
+lenyenye,za,South Africa
+oakley,za,South Africa
+kranshoek,za,South Africa
+wepener,za,South Africa
+lehurutshe,za,South Africa
+jane furse,za,South Africa
+wilderness,za,South Africa
+rouxville,za,South Africa
+brakpan,za,South Africa

cities_test_unlabeled.csv

@@ -0,0 +1,1555 @@
+city_name
+islam chumgar
+du lainah
+washer
+markaz-e woluswali-ye achin
+zarah sharan
+duab
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+fresse-sur-moselle
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+castillonnes
+la fouillade
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+vizille
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+cambes-en-plaine
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+bagneaux-sur-loing
+morangis
+saint-benoit-de-carmaux
+nogent-le-bas
+leudeville
+eperlecques
+la barthe-de-neste
+saint-lye
+osseja
+peyrat-le-chateau
+maignelay-montigny
+esvres
+plouguenast
+farnay
+gamaches
+rambervillers
+dorlisheim
+linars
+mont-saxonnex
+cadaujac
+peymeinade
+jacou
+la roche-des-arnauds
+taillades
+sochaux
+lucon
+yves
+montescot
+neuilly-le-real
+la mulatiere
+perrecy-les-forges
+targon
+neaufles-saint-martin
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+chateaulin
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+bellengreville
+arzon
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+vendome
+leves
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+dreuil-les-amiens
+chiche
+bessines
+les cotes-d'arey
+magescq
+fains-veel
+lexy
+frotey-les-vesoul
+mortcerf
+carqueiranne
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+archettes
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+"kalimpong, kruketi"
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+chak azam sahu
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+kot samaba
+darya khan
+chak one hundred forty-three nine left
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+narwanwala
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+dera ismail khan
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+hadali
+risalpur cantonment
+eminabad
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+wakkerstroom
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+mpophomeni
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+emkhuze
+rondebosch
+rooiboklaagte b
+tekwane
+bela bela
+davel
+east london
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+hlengesha
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+groot-marico
+kwathandeka
+tshiame
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+bergvliet
+inanda
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+hartbeesfontein
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+riebeek-kasteel
+marble hall
+dwarsloop
+lansdowne
+hlohlolwane
+kenton
+libode
+parys
+pienaarsrivier
+kameelkraal
+xanthia
+ncotshane
+alberton
+wales
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+bulwer
+margate
+thembalethu
+westville
+mvelaphanda
+shata
+rietkuil
+edenburg
+rooiboklaagte a
+creighton
+prince alfred hamlet
+machadodorp
+secunda
+haarlem
+lamberts bay
+tlokoeng
+rustenburg
+lenyenye
+oakley
+kranshoek
+wepener
+lehurutshe
+jane furse
+wilderness
+rouxville
+brakpan

cities_validation.csv

@@ -0,0 +1,1549 @@
+city_name,country_code,country
+ghulam 'ali,af,Afghanistan
+bazar-e yakawlang,af,Afghanistan
+ghormach,af,Afghanistan
+pasnay,af,Afghanistan
+lash,af,Afghanistan
+shahran,af,Afghanistan
+taywarah,af,Afghanistan
+surkh bilandi,af,Afghanistan
+chandal ba'i,af,Afghanistan
+wuluswali 'alingar,af,Afghanistan
+shindand,af,Afghanistan
+khwajah ghar,af,Afghanistan
+jawand,af,Afghanistan
+ashkasham,af,Afghanistan
+baraki,af,Afghanistan
+guzarah,af,Afghanistan
+miran,af,Afghanistan
+kishk-e nakhud,af,Afghanistan
+bazar-e tashkan,af,Afghanistan
+nahrin,af,Afghanistan
+darayim,af,Afghanistan
+qarqin,af,Afghanistan
+asadabad,af,Afghanistan
+khandud,af,Afghanistan
+maydanshakhr,af,Afghanistan
+mir bachah kot,af,Afghanistan
+chakaran,af,Afghanistan
+narang,af,Afghanistan
+yahya khel,af,Afghanistan
+zaybak,af,Afghanistan
+markaz-e hukumat-e sultan-e bakwah,af,Afghanistan
+sa'ertu,cn,China
+wushan,cn,China
+du'an,cn,China
+yulei,cn,China
+gongliu,cn,China
+huize,cn,China
+shuanglong,cn,China
+liuzikou,cn,China
+guofu,cn,China
+luoqiaocun,cn,China
+luoba,cn,China
+puji,cn,China
+dayanggezhuang,cn,China
+chikan,cn,China
+rifeng,cn,China
+qintang,cn,China
+dongying,cn,China
+yaowan,cn,China
+jinhe,cn,China
+gu'an,cn,China
+huogezhuang,cn,China
+dartang,cn,China
+nalang,cn,China
+zhangfeng,cn,China
+anjiang,cn,China
+jinqiao,cn,China
+qingshui,cn,China
+koktokay,cn,China
+qufu,cn,China
+yitong,cn,China
+jiangpu,cn,China
+jixian,cn,China
+shanmen,cn,China
+mudong,cn,China
+neihuang,cn,China
+huiqu,cn,China
+fuxing,cn,China
+yongchang,cn,China
+nanjie,cn,China
+longtang,cn,China
+shekou residential,cn,China
+luojiang,cn,China
+qihe,cn,China
+nanzhushan,cn,China
+zhifeng,cn,China
+caochuanpu,cn,China
+lhoka,cn,China
+dongping,cn,China
+wangqing,cn,China
+alamaiti,cn,China
+dashiqiao,cn,China
+youdian,cn,China
+xialiang,cn,China
+gengqing,cn,China
+qabqa,cn,China
+ningdong,cn,China
+dongxing,cn,China
+sui xian chengguanzhen,cn,China
+west gate,cn,China
+yingtan,cn,China
+hohhot,cn,China
+andongwei,cn,China
+zhenping,cn,China
+sitou,cn,China
+fangcheng chengguanzhen,cn,China
+jiashan,cn,China
+dali,cn,China
+shedian,cn,China
+jiangbian,cn,China
+bingtuan sanshiliu tuan,cn,China
+guangshun,cn,China
+zhongxin,cn,China
+wuyun,cn,China
+yelin,cn,China
+jiantang,cn,China
+xiangyang,cn,China
+shangan,cn,China
+kaihua,cn,China
+zhonggulou,cn,China
+xindi,cn,China
+bikou,cn,China
+longyao,cn,China
+zitong,cn,China
+feicheng,cn,China
+huangsha,cn,China
+dachang shandao,cn,China
+dabao'anzhen,cn,China
+burqin,cn,China
+liping,cn,China
+changdao,cn,China
+tanzhou,cn,China
+pingdingshan,cn,China
+niushan,cn,China
+weihai,cn,China
+wugui,cn,China
+sanyu,cn,China
+tonghua,cn,China
+guanmian,cn,China
+jiyang,cn,China
+hebi,cn,China
+zhamashi,cn,China
+dabao,cn,China
+shaoguan,cn,China
+tianyuan,cn,China
+lujiao,cn,China
+xixiang,cn,China
+huaibei,cn,China
+baoying,cn,China
+sangzhe,cn,China
+tiandiba,cn,China
+zhize,cn,China
+qinnanqu,cn,China
+puyang,cn,China
+baokang,cn,China
+hexi,cn,China
+tangping,cn,China
+baixi,cn,China
+heixi,cn,China
+sangpi,cn,China
+qiaoxu,cn,China
+liushan,cn,China
+malingshan,cn,China
+temuli,cn,China
+changtan,cn,China
+kunyang,cn,China
+xuantan,cn,China
+gaozhuang,cn,China
+bieligutai,cn,China
+yuhe,cn,China
+nansan,cn,China
+tangkou,cn,China
+yanta,cn,China
+yunling,cn,China
+menglang,cn,China
+tailong,cn,China
+gelan,cn,China
+yunmen,cn,China
+gongjing,cn,China
+bozhou,cn,China
+hailun,cn,China
+gangsha,cn,China
+xingfeng,cn,China
+yiju,cn,China
+sao lourenco,cn,China
+hepo,cn,China
+guanghe chengguanzhen,cn,China
+luoyun,cn,China
+mabai,cn,China
+xinshiba,cn,China
+anren chengguanzhen,cn,China
+wenhe,cn,China
+youganning,cn,China
+nyemo,cn,China
+qingshuping,cn,China
+shengrenjian,cn,China
+liyang,cn,China
+tiefeng,cn,China
+qionghu,cn,China
+gao fa cheng chi yuan,cn,China
+duru,cn,China
+pingliang,cn,China
+baiyin,cn,China
+hefei,cn,China
+baitu,cn,China
+baluntaicun,cn,China
+nangong,cn,China
+qingjiangqiao,cn,China
+dengjia,cn,China
+sadikyuezi,cn,China
+chengmen,cn,China
+nong'an,cn,China
+yuanyang,cn,China
+zhaoren,cn,China
+yulong,cn,China
+yonghe,cn,China
+fenglai,cn,China
+fengtai chengguanzhen,cn,China
+mole,cn,China
+fengnan,cn,China
+fenglu,cn,China
+wanqiao zhen,cn,China
+jianlong,cn,China
+yanguan,cn,China
+hechuan,cn,China
+burang,cn,China
+xinji,cn,China
+yongxi,cn,China
+kequ,cn,China
+chengjiang,cn,China
+kaitang,cn,China
+meijiang,cn,China
+shuiyang,cn,China
+yacha,cn,China
+dade,cn,China
+akesalayi,cn,China
+ansheng,cn,China
+laocheng,cn,China
+wenxing,cn,China
+xiangshui,cn,China
+jing'an,cn,China
+xingshan,cn,China
+yuntai,cn,China
+haokou,cn,China
+fengpu,cn,China
+shahecheng,cn,China
+lianghu,cn,China
+guandu,cn,China
+duyun,cn,China
+yanqing,cn,China
+dazeshan,cn,China
+chenyang,cn,China
+biancheng,cn,China
+arewusitang,cn,China
+yuanping,cn,China
+gannan,cn,China
+weiwu'eryuqiwen,cn,China
+zhongxiang,cn,China
+damiao,cn,China
+chuzhou,cn,China
+baleng,cn,China
+beilin,cn,China
+huafu,cn,China
+artux,cn,China
+yingkou,cn,China
+huaihelu,cn,China
+yacheng,cn,China
+raoyang,cn,China
+lutang,cn,China
+dandu,cn,China
+baidi,cn,China
+moba,cn,China
+yan'an,cn,China
+dakoutun,cn,China
+hecun,cn,China
+yumen,cn,China
+pianjiao,cn,China
+longtanzi,cn,China
+guye,cn,China
+wanggou,cn,China
+jifeng,cn,China
+tuogerigaizi,cn,China
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+lixiqiao,cn,China
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+lestijaervi,fi,Finland
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+brasparts,fr,France
+saint-brandan,fr,France
+rochefort-sur-loire,fr,France
+cousance,fr,France
+sainte-foy-les-lyon,fr,France
+seingbouse,fr,France
+epaignes,fr,France
+marly-la-ville,fr,France
+aureille,fr,France
+serqueux,fr,France
+saint-paul-de-fenouillet,fr,France
+saint-maurice-sur-fessard,fr,France
+roiffieux,fr,France
+wingersheim,fr,France
+vigneulles-les-hattonchatel,fr,France
+tremblay-en-france,fr,France
+jussey,fr,France
+salome,fr,France
+landerneau,fr,France
+saint-lambert-du-lattay,fr,France
+plouezoc'h,fr,France
+marly,fr,France
+crespieres,fr,France
+givet,fr,France
+walbourg,fr,France
+melesse,fr,France
+bel-air,fr,France
+tournehem-sur-la-hem,fr,France
+le val-saint-germain,fr,France
+viry-chatillon,fr,France
+sainte-marie-aux-chenes,fr,France
+portets,fr,France
+nohic,fr,France
+lamotte-beuvron,fr,France
+chamalieres,fr,France
+champagne-mouton,fr,France
+saint-genis-les-ollieres,fr,France
+augy,fr,France
+belle-isle-en-terre,fr,France
+valff,fr,France
+pierrefeu-du-var,fr,France
+viry,fr,France
+saint-jean,fr,France
+scherwiller,fr,France
+plouray,fr,France
+truyes,fr,France
+saint-yrieix-la-perche,fr,France
+oberhergheim,fr,France
+la tessoualle,fr,France
+montlhery,fr,France
+villemolaque,fr,France
+vay,fr,France
+chaniers,fr,France
+cherrueix,fr,France
+saint-simeon-de-bressieux,fr,France
+beaurainville,fr,France
+preuilly-sur-claise,fr,France
+moirans,fr,France
+cuise-la-motte,fr,France
+olemps,fr,France
+bohain-en-vermandois,fr,France
+villersexel,fr,France
+sales,fr,France
+andelnans,fr,France
+thionville,fr,France
+houppeville,fr,France
+boulay-moselle,fr,France
+altorf,fr,France
+soucelles,fr,France
+neuvy-sautour,fr,France
+voutezac,fr,France
+lailly-en-val,fr,France
+payzac,fr,France
+jargeau,fr,France
+violay,fr,France
+prades,fr,France
+mirecourt,fr,France
+plumergat,fr,France
+le fleix,fr,France
+saint-paul-des-landes,fr,France
+montesquieu-volvestre,fr,France
+montebourg,fr,France
+gourdon,fr,France
+pau,fr,France
+ollainville,fr,France
+passy,fr,France
+saint-mars-de-coutais,fr,France
+revin,fr,France
+essert,fr,France
+segny,fr,France
+bouzigues,fr,France
+brienon-sur-armancon,fr,France
+ambares-et-lagrave,fr,France
+charentilly,fr,France
+saint-hilaire-du-rosier,fr,France
+tonnay-charente,fr,France
+vert-en-drouais,fr,France
+chanteloup-les-vignes,fr,France
+saint-paul-trois-chateaux,fr,France
+chennevieres-sur-marne,fr,France
+le bousquet-d'orb,fr,France
+nazelles-negron,fr,France
+buzancais,fr,France
+neris-les-bains,fr,France
+coudekerque-village,fr,France
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+montmorency,fr,France
+lormont,fr,France
+remilly,fr,France
+sceaux,fr,France
+eschentzwiller,fr,France
+saultain,fr,France
+cagny,fr,France
+sevrier,fr,France
+la boussac,fr,France
+annay,fr,France
+volvic,fr,France
+caumont-l'evente,fr,France
+campan,fr,France
+port-en-bessin-huppain,fr,France
+pfetterhouse,fr,France
+souffelweyersheim,fr,France
+vagney,fr,France
+laragne-monteglin,fr,France
+anetz,fr,France
+la talaudiere,fr,France
+tuffe,fr,France
+couilly-pont-aux-dames,fr,France
+chatenoy-le-royal,fr,France
+entzheim,fr,France
+marne la vallee,fr,France
+hochstatt,fr,France
+auzielle,fr,France
+fougerolles-du-plessis,fr,France
+saint-genis-pouilly,fr,France
+blanquefort,fr,France
+montry,fr,France
+plerguer,fr,France
+la ferriere-aux-etangs,fr,France
+knutange,fr,France
+le pizou,fr,France
+villers-en-cauchies,fr,France
+soumoulou,fr,France
+meylan,fr,France
+pont-a-vendin,fr,France
+maincy,fr,France
+egly,fr,France
+saint-jean-de-niost,fr,France
+vernet-les-bains,fr,France
+ingrandes,fr,France
+souligne-sous-ballon,fr,France
+riviere,fr,France
+saint-medard-sur-ille,fr,France
+plouzane,fr,France
+trementines,fr,France
+orlienas,fr,France
+le grand-lemps,fr,France
+condette,fr,France
+pleudaniel,fr,France
+bain-de-bretagne,fr,France
+linselles,fr,France
+andresy,fr,France
+saint-jean-de-sixt,fr,France
+martinvast,fr,France
+fegreac,fr,France
+ymare,fr,France
+saint-mamert-du-gard,fr,France
+saint-malo-du-bois,fr,France
+navenne,fr,France
+satolas-et-bonce,fr,France
+laroquebrou,fr,France
+saint-andre-de-la-roche,fr,France
+le pertre,fr,France
+wittenheim,fr,France
+nantes,fr,France
+st. jean-pla-de-corts,fr,France
+la salvetat-sur-agout,fr,France
+perreux,fr,France
+la grand-croix,fr,France
+angoulins,fr,France
+cassel,fr,France
+villiers-le-morhier,fr,France
+plurien,fr,France
+charnay,fr,France
+lansargues,fr,France
+sissonne,fr,France
+la jubaudiere,fr,France
+condrieu,fr,France
+lentilly,fr,France
+clapiers,fr,France
+menpenti,fr,France
+roquecourbe,fr,France
+saint-andre-treize-voies,fr,France
+saint-fargeau,fr,France
+pleumeur-gautier,fr,France
+nexon,fr,France
+lanobre,fr,France
+breteuil,fr,France
+vivier-au-court,fr,France
+ploumilliau,fr,France
+pleaux,fr,France
+saint-martin-boulogne,fr,France
+l'escale,fr,France
+oissery,fr,France
+neuilly-sous-clermont,fr,France
+pont-salomon,fr,France
+gouesnou,fr,France
+villefranche-sur-saone,fr,France
+castanet-tolosan,fr,France
+montignac,fr,France
+chavenay,fr,France
+douzy,fr,France
+saint-georges-sur-allier,fr,France
+puget-sur-argens,fr,France
+valencay,fr,France
+noves,fr,France
+le cap d'agde,fr,France
+breaute,fr,France
+cessieu,fr,France
+chateauneuf-sur-sarthe,fr,France
+saint-memmie,fr,France
+saint-gerand-le-puy,fr,France
+le mesnil-sur-oger,fr,France
+wintzenheim,fr,France
+krautergersheim,fr,France
+willerwald,fr,France
+estillac,fr,France
+saint-martin-lacaussade,fr,France
+chenoise,fr,France
+malestroit,fr,France
+auneuil,fr,France
+andeville,fr,France
+varennes-jarcy,fr,France
+cussac-fort-medoc,fr,France
+gometz-le-chatel,fr,France
+ruffec,fr,France
+carlepont,fr,France
+chabanais,fr,France
+riom,fr,France
+armissan,fr,France
+ban-de-laveline,fr,France
+frepillon,fr,France
+la croix-valmer,fr,France
+rimogne,fr,France
+montendre,fr,France
+sotteville-les-rouen,fr,France
+saint-hilaire-de-riez,fr,France
+villemoisson-sur-orge,fr,France
+cocheren,fr,France
+le fauga,fr,France
+sarlat-la-caneda,fr,France
+saintes,fr,France
+givenchy-en-gohelle,fr,France
+aunay-sous-auneau,fr,France
+malicorne-sur-sarthe,fr,France
+dechy,fr,France
+camblanes,fr,France
+villebret,fr,France
+les mees,fr,France
+moisdon-la-riviere,fr,France
+nyoiseau,fr,France
+blenod-les-toul,fr,France
+pignans,fr,France
+auzances,fr,France
+la jarne,fr,France
+lachapelle-aux-pots,fr,France
+bonnefamille,fr,France
+boeil-bezing,fr,France
+mont-sous-vaudrey,fr,France
+mont-de-marsan,fr,France
+blainville-crevon,fr,France
+smarves,fr,France
+aubigne-racan,fr,France
+lens,fr,France
+bobigny,fr,France
+caux,fr,France
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nytimes_article.txt

@@ -0,0 +1,40 @@
+As stocks maintained their smooth and steady climb in recent years, few trades were as alluring, or as profitable, as a bet that volatility as measured by Wall Street�s so-called fear gauge had vanished.
+
+Hedge fund titans in their Manhattan offices and day traders in their living rooms have poured billions of dollars into opaque, debt-fueled funds known as exchange-traded notes, racier versions of the exchange-traded funds that track every variety of index or investment and can be bought and sold just like a stock.
+
+Now stocks are swinging wildly and volatility is soaring � and investors who piled into these funds, confident that the calm would continue, are getting rattled. On Tuesday, Credit Suisse, the sponsor of the most popular fund for making such bets, said it was closing down the fund.
+
+Credit Suisse closed the fund � informally called XIV, which moves in the opposite direction of the fear gauge, known as VIX � after it experienced a fall of greater than 80 percent, a price drop that left XIV trading at a deep discount relative to the value of its assets.
+
+It had been an extraordinary ride for XIV, formally known as the Velocity Shares Daily Inverse VIX Short Term ETN. It was one of a number of funds tied to VIX, known officially as the Chicago Board Options Exchange Volatility Index, some of which move in the same direction, tracking the index up or down.
+
+VIX, which measures investor expectations that stocks will rise or fall sharply in the future, has been at extreme lows in recent years, making XIV very attractive to investors and pushing it to $1.8 billion in size. Just last Wednesday, it took in a record $500 million, as investors stuck even more firmly to their belief that volatility was not a concern.
+
+In the two years from January 2016 to the middle of last month, XIV�s value shot up more than 500 percent, reaching a recent peak of $134.
+
+After VIX surged on Monday, XIV dropped like a rock, falling from $99 to $7 in after-hours trading.
+
+In just two days, investors in XIV and a similar fund, ProShares Short VIX Short Term Futures (SVXY), saw their assets shrink dramatically, from a combined total of $3 billion to about $150 million.
+
+�People are scared out of their minds � they are in really rough shape,� said Seth Golden, who left his job as a manager at a Target store to take up shorting VIX as a full-time business from his living room in Ocala, Fla.
+
+Profiled in The New York Times last summer, Mr. Golden exemplifies, perhaps in a cautionary way, how easy it has become to gamble on whether volatility in the stock market will be high or low.
+
+He has been able to do so because investment banks have created more than 30 high-risk, high-return securities that allow any investor to bet against VIX. Some of the products require large amounts of leverage, debt that can amplify gains and losses.
+
+Mr. Golden�s preferred vehicles are the iPath S&P 500 VIX Short Term Futures and ProShares Ultra VIX Short-Term Futures, which he has been betting against for years in trades that have been lucrative � until now.
+
+After VIX shot up 100 percent, the largest move in its history, to 35.73 on Monday, Mr. Golden acknowledged that he was feeling some pain. On Tuesday, the index spiked again, reaching 50 before falling back to just below 30.
+
+�It is really stressful,� he said. �I was up until the wee hours, checking my phone to see where VIX futures were trading.�
+
+Nonetheless, he said on Tuesday that he was still wagering 21 percent of his portfolio, or $600,000, that volatility would fall as it had in the past.
+
+That Mr. Golden and others like him are getting hurt on these risky, niche trades should not, in theory, have a wider effect on the market. While investments in these funds have been substantial recently, their combined value is just $4 billion, a blip in a market worth trillions of dollars.
+
+But volatility specialists have warned for years that the popularity of the investments has skewed the broader VIX index, keeping it artificially low in good times and pushing it higher than it should go in times of stress.
+
+That was the case on Monday, bankers and traders said, when XIV collapsed as VIX soared in late-afternoon trading. That was because as XIV and SVXY plummeted, traders were forced to scoop up hundreds of millions of dollars in VIX futures to cover the short positions they had on the index. That drove it higher and prompted computerized trading systems to sell stocks and bonds by the truckload.
+
+�These products definitely had an impact on the VIX,� said Pravit Chintawongvanich, the head of derivatives strategy at Macro Risk Advisors. �And that exacerbated the decline in stocks. It was a vicious circle.�
+

shakespeare_sonnets.txt

@@ -0,0 +1,255 @@
+I
+
+From fairest creatures we desire increase,
+That thereby beauty's rose might never die,
+But as the riper should by time decease,
+His tender heir might bear his memory:
+But thou contracted to thine own bright eyes,
+Feed'st thy light's flame with self-substantial fuel,
+Making a famine where abundance lies,
+Thy self thy foe, to thy sweet self too cruel:
+Thou that art now the world's fresh ornament,
+And only herald to the gaudy spring,
+Within thine own bud buriest thy content,
+And tender churl mak'st waste in niggarding:
+  Pity the world, or else this glutton be,
+  To eat the world's due, by the grave and thee.
+
+II
+
+When forty winters shall besiege thy brow,
+And dig deep trenches in thy beauty's field,
+Thy youth's proud livery so gazed on now,
+Will be a tatter'd weed of small worth held: 
+Then being asked, where all thy beauty lies,
+Where all the treasure of thy lusty days; 
+To say, within thine own deep sunken eyes,
+Were an all-eating shame, and thriftless praise.
+How much more praise deserv'd thy beauty's use,
+If thou couldst answer 'This fair child of mine
+Shall sum my count, and make my old excuse,'
+Proving his beauty by succession thine!
+  This were to be new made when thou art old,
+  And see thy blood warm when thou feel'st it cold.
+
+III
+
+Look in thy glass and tell the face thou viewest
+Now is the time that face should form another;
+Whose fresh repair if now thou not renewest,
+Thou dost beguile the world, unbless some mother.
+For where is she so fair whose unear'd womb
+Disdains the tillage of thy husbandry?
+Or who is he so fond will be the tomb,
+Of his self-love to stop posterity? 
+Thou art thy mother's glass and she in thee
+Calls back the lovely April of her prime;
+So thou through windows of thine age shalt see,
+Despite of wrinkles this thy golden time.
+  But if thou live, remember'd not to be,
+  Die single and thine image dies with thee.
+
+IV
+
+Unthrifty loveliness, why dost thou spend
+Upon thy self thy beauty's legacy?
+Nature's bequest gives nothing, but doth lend,
+And being frank she lends to those are free:
+Then, beauteous niggard, why dost thou abuse
+The bounteous largess given thee to give?
+Profitless usurer, why dost thou use
+So great a sum of sums, yet canst not live?
+For having traffic with thy self alone,
+Thou of thy self thy sweet self dost deceive:
+Then how when nature calls thee to be gone,
+What acceptable audit canst thou leave?
+  Thy unused beauty must be tombed with thee,
+  Which, used, lives th' executor to be.
+
+V
+
+Those hours, that with gentle work did frame
+The lovely gaze where every eye doth dwell,
+Will play the tyrants to the very same
+And that unfair which fairly doth excel;
+For never-resting time leads summer on
+To hideous winter, and confounds him there;
+Sap checked with frost, and lusty leaves quite gone,
+Beauty o'er-snowed and bareness every where:
+Then were not summer's distillation left,
+A liquid prisoner pent in walls of glass,
+Beauty's effect with beauty were bereft,
+Nor it, nor no remembrance what it was:
+  But flowers distill'd, though they with winter meet,
+  Leese but their show; their substance still lives sweet.
+
+
+VI
+
+Then let not winter's ragged hand deface,
+In thee thy summer, ere thou be distill'd:
+Make sweet some vial; treasure thou some place
+With beauty's treasure ere it be self-kill'd.
+That use is not forbidden usury,
+Which happies those that pay the willing loan;
+That's for thy self to breed another thee,
+Or ten times happier, be it ten for one;
+Ten times thy self were happier than thou art,
+If ten of thine ten times refigur'd thee:
+Then what could death do if thou shouldst depart,
+Leaving thee living in posterity?
+  Be not self-will'd, for thou art much too fair
+  To be death's conquest and make worms thine heir.
+
+VII
+
+Lo! in the orient when the gracious light
+Lifts up his burning head, each under eye
+Doth homage to his new-appearing sight,
+Serving with looks his sacred majesty; 
+And having climb'd the steep-up heavenly hill,
+Resembling strong youth in his middle age,
+Yet mortal looks adore his beauty still,
+Attending on his golden pilgrimage:
+But when from highmost pitch, with weary car,
+Like feeble age, he reeleth from the day,
+The eyes, 'fore duteous, now converted are
+From his low tract, and look another way:
+  So thou, thyself outgoing in thy noon:
+  Unlook'd, on diest unless thou get a son.
+
+VIII
+
+Music to hear, why hear'st thou music sadly?
+Sweets with sweets war not, joy delights in joy:
+Why lov'st thou that which thou receiv'st not gladly,
+Or else receiv'st with pleasure thine annoy?
+If the true concord of well-tuned sounds,
+By unions married, do offend thine ear,
+They do but sweetly chide thee, who confounds
+In singleness the parts that thou shouldst bear. 
+Mark how one string, sweet husband to another,
+Strikes each in each by mutual ordering;
+Resembling sire and child and happy mother,
+Who, all in one, one pleasing note do sing:
+  Whose speechless song being many, seeming one,
+  Sings this to thee: 'Thou single wilt prove none.'
+
+IX
+
+Is it for fear to wet a widow's eye,
+That thou consum'st thy self in single life?
+Ah! if thou issueless shalt hap to die,
+The world will wail thee like a makeless wife;
+The world will be thy widow and still weep
+That thou no form of thee hast left behind,
+When every private widow well may keep
+By children's eyes, her husband's shape in mind:
+Look! what an unthrift in the world doth spend
+Shifts but his place, for still the world enjoys it;
+But beauty's waste hath in the world an end,
+And kept unused the user so destroys it.
+  No love toward others in that bosom sits
+  That on himself such murd'rous shame commits.
+
+X
+
+For shame! deny that thou bear'st love to any,
+Who for thy self art so unprovident.
+Grant, if thou wilt, thou art belov'd of many,
+But that thou none lov'st is most evident:
+For thou art so possess'd with murderous hate,
+That 'gainst thy self thou stick'st not to conspire,
+Seeking that beauteous roof to ruinate
+Which to repair should be thy chief desire.
+O! change thy thought, that I may change my mind:
+Shall hate be fairer lodg'd than gentle love?
+Be, as thy presence is, gracious and kind,
+Or to thyself at least kind-hearted prove:
+  Make thee another self for love of me,
+  That beauty still may live in thine or thee.
+
+XI
+
+As fast as thou shalt wane, so fast thou grow'st,
+In one of thine, from that which thou departest;
+And that fresh blood which youngly thou bestow'st,
+Thou mayst call thine when thou from youth convertest,
+Herein lives wisdom, beauty, and increase;
+Without this folly, age, and cold decay:
+If all were minded so, the times should cease
+And threescore year would make the world away.
+Let those whom nature hath not made for store,
+Harsh, featureless, and rude, barrenly perish:
+Look, whom she best endow'd, she gave thee more;
+Which bounteous gift thou shouldst in bounty cherish:
+  She carv'd thee for her seal, and meant thereby,
+  Thou shouldst print more, not let that copy die.
+
+XII
+
+When I do count the clock that tells the time,
+And see the brave day sunk in hideous night;
+When I behold the violet past prime,
+And sable curls, all silvered o'er with white; 
+When lofty trees I see barren of leaves,
+Which erst from heat did canopy the herd,
+And summer's green all girded up in sheaves,
+Borne on the bier with white and bristly beard,
+Then of thy beauty do I question make,
+That thou among the wastes of time must go,
+Since sweets and beauties do themselves forsake
+And die as fast as they see others grow;
+  And nothing 'gainst Time's scythe can make defence
+  Save breed, to brave him when he takes thee hence.
+
+XIII
+
+O! that you were your self; but, love you are
+No longer yours, than you your self here live:
+Against this coming end you should prepare,
+And your sweet semblance to some other give:
+So should that beauty which you hold in lease
+Find no determination; then you were
+Yourself again, after yourself's decease,
+When your sweet issue your sweet form should bear. 
+Who lets so fair a house fall to decay,
+Which husbandry in honour might uphold,
+Against the stormy gusts of winter's day
+And barren rage of death's eternal cold?
+  O! none but unthrifts. Dear my love, you know,
+  You had a father: let your son say so.
+
+XIV
+
+Not from the stars do I my judgement pluck;
+And yet methinks I have astronomy,
+But not to tell of good or evil luck,
+Of plagues, of dearths, or seasons' quality;
+Nor can I fortune to brief minutes tell,
+Pointing to each his thunder, rain and wind,
+Or say with princes if it shall go well
+By oft predict that I in heaven find:
+But from thine eyes my knowledge I derive,
+And constant stars in them I read such art
+As 'Truth and beauty shall together thrive,
+If from thyself, to store thou wouldst convert'; 
+  Or else of thee this I prognosticate:
+  'Thy end is truth's and beauty's doom and date.'
+
+XV
+
+When I consider every thing that grows
+Holds in perfection but a little moment,
+That this huge stage presenteth nought but shows
+Whereon the stars in secret influence comment;
+When I perceive that men as plants increase,
+Cheered and checked even by the self-same sky,
+Vaunt in their youthful sap, at height decrease,
+And wear their brave state out of memory;
+Then the conceit of this inconstant stay
+Sets you most rich in youth before my sight,
+Where wasteful Time debateth with decay
+To change your day of youth to sullied night,
+  And all in war with Time for love of you,
+  As he takes from you, I engraft you new.